Every startup founder knows the pressure of limited time, limited cash, and high expectations from both investors and the market. Yet despite the best intentions, many early-stage teams still fall into the same product development traps that drain runway and stall growth. The pain is real. Founders push their teams to ship quickly, but unclear specifications lead to endless revisions. They over-engineer features “for scale” that never see adoption, while the core product-market fit question remains unanswered. Minimum Viable Products turn into bloated half-products that take months instead of weeks, burning through both capital and morale. For a founder, the emotional cost can be just as high as the financial one. Every misstep adds stress, causes tense board meetings, and shakes confiden…  ( 8 min )

This guide shows how to add persistent memory to your OpenAI Agents using Memori, an open-source memory engine that makes AI agents remember conversations and learn from past interactions. In this example, we'll build a memory-enhanced assistant that can: Remember Past Conversations - Keep track of what you've talked about before Learn Your Preferences - Remember what you like and don't like Search Memory - Find relevant information from previous chats Store New Information - Save important details for future use Memori gives your AI agents two types of memory: Short-term Memory (Conscious Mode) - Like keeping important info in your head that you use often Long-term Memory (Auto Mode) - Like searching through all your past conversations when you need specific information Think of it like…  ( 11 min )

Large Language Models are impressive, but if you’ve ever asked one to debug a form or UI flow, Example: You ask it to fix a “required” field bug, and it rewrites half your logic instead. Why? Because the model never sees the real state of the page. Screenshots: too opaque. The AI sees pixels, not properties. Raw HTML: too noisy. Includes unused markup, scripts, templates, everything. What’s missing: the runtime state the browser is actually rendering. Capturing runtime DOM as JSON We built a small browser extension (Chrome + Firefox) that takes a snapshot of the current DOM and serializes it as JSON. It includes things like: visibility / hidden / required / disabled input values and validation messages dataset / aria attributes trimmed text content lightweight selector paths In other words: not the code before render, not pixels after render, but the structured state in between. Debugging: capture what the form really looked like when a bug happened. Reproducible bug reports: instead of vague screenshots, share JSON of the exact state. Test automation: compare snapshots before and after an action. Prompt engineering: feed context to LLMs in a way they can parse and reason about. Security Runs locally, read-only, in the browser. No telemetry, no external calls. Doesn’t modify the page, only reads DOM. Data leaves your machine only if you copy it. Try it out Chrome Web Store Firefox Add-ons How would you use something like this — for debugging, testing, or maybe in a way we haven’t thought of yet?  ( 6 min )

DOCKER Docker is a tool to develop and run applications in containers. A container provides an isolated environment for an application and its dependencies(libraries) to ensure it runs across environments (OS systems/machines). It is in itself a running instance of an image. An image is a blueprint containing everything needed to run an application (code, libraries e.t.c). Installation Docker desktop: https://docs.docker.com/desktop/setup/install/windows-install/ Docker engine via WSL Linux distribution: https://gist.github.com/dehsilvadeveloper/c3bdf0f4cdcc5c177e2fe9be671820c7 Let’s do it practically: Requirements text file Python file(main.py) Dockerfile FROM python:3.13-slim WORKDIR /app COPY requirements.txt . COPY . . CMD ["python", "main.py"] Docker compose is a tool that makes it…  ( 6 min )

Microsoft announced they're open sourcing WinUI 3 (Windows 11's native UI framework) in a 4-phase rollout starting October 2025. This is huge for Windows developers. On August 2, 2025, Microsoft software engineer Beth Pan posted a detailed roadmap on GitHub confirming that WinUI 3 is officially becoming open source. "Many of you have asked about truly open sourcing the repo. While we're not ready to commit to a specific end date for completing all milestones, we are actively working toward it." - Beth Pan, Microsoft For context, WinUI 3 is the modern UI framework powering Windows 11's native apps, Settings app, Microsoft Store, and basically everything that uses Fluent Design. Limited customization of Windows UI components Slow bug fixes for framework issues No community contributions t…  ( 8 min )

For years, “AI code review” has been synonymous with catching low-hanging fruit—array out-of-bounds, null pointer dereferences, unclosed resources. These checks are valuable, but they only scratch the surface of what code quality truly means in the real world. In sectors like healthcare, finance, or aerospace, a bug is not just a bug—it can become a compliance violation, a multimillion-dollar fine, or even a life-threatening risk. The next era of AI-assisted development will not be defined by finding trivial mistakes. It will be shaped by whether our tools can act as compliance guardians, ensuring that every line of code we ship is not only efficient but also auditable, traceable, and regulator-ready. Strongly regulated industries are governed by technical standards that go far beyond “cle…  ( 7 min )

ARIA or WAI-ARIA stands for Accessible Rich Internet Applications. WAI-ARIA, the Accessible Rich Internet Applications Suite, defines a way to make Web content and Web applications more accessible to people with disabilities. It especially helps with dynamic content and advanced user interface controls developed with HTML, JavaScript, and related technologies. Source: W3C.org WAI ARIA overview We love anything that is rich in accessibility! But using ARIA labels is a bit like the Nuzlocke challenge; it sounds great until you’re in the middle of it and crying. The iconic first rule of ARIA use is: Don’t use ARIA. Or to be exact: “If you can use a native HTML element or attribute with the semantics and behavior you require already built in, instead of re-purposing an element and adding an AR…  ( 7 min )

Mobile applications have become essential for businesses to engage customers, optimize operations, and expand their market presence. With Android dominating the global smartphone market, companies are striving to create scalable, feature-rich, and reliable apps. Kotlin, Google’s official programming language for Android, has quickly emerged as the top choice for modern app development. Yet, building an in-house team often proves costly and time-consuming. That’s why many organizations prefer to Hire Kotlin Developers by outsourcing their projects. This approach provides access to a worldwide pool of skilled professionals who can deliver high-quality Android apps efficiently and at a fraction of the cost. Kotlin is fully supported by Google, ensuring long-term stability and innovation. Its …  ( 7 min )

De la teoría al terminal: configurando nuestro entorno de desarrollo La teoría nos ha proporcionado el mapa; ahora es el momento de trazar el territorio. En esta sección, traduciremos los conceptos arquitectónicos en una estructura de proyecto tangible. Configuraremos nuestro entorno, instalaremos las dependencias clave y estableceremos una base de código limpia y organizada, lista para la integración de la lógica de IA. Podrás encontrar el código de este artículo en: https://github.com/aperezl/ai-fullstack-serie/tree/fundamentals-ai-part2 Prerrequisitos: Node.js v18 o superior. Una clave de API para Google AI Studio (Gemini). Paso 1: Inicialización del proyecto Next.js Comenzamos creando un nuevo proyecto Next.js utilizando el App Router. Abre tu terminal y ejecuta: npx create-next-…  ( 10 min )

Assume that you get the following JSON schema specification: // Saved in schema_def.json { "title": "Customer", "description": "Schema for Customer data", "type": "object", "properties": { "name": { "type": "string", "description": "Customer name" }, "age": { "type": "integer", "description": "Customer age" } }, "required": [ "name" ] } Naturally, when reading data that adhere to this definition, you'd like to have a programmatic way to obtain a StructType object. So, here is a little code snippet that you can use to achieve what you need: import json from pyspark.sql.types import ( StructType, StructField, StringType, IntegerType, DoubleType, BooleanType, ArrayType, LongType, NullType, ) def js…  ( 6 min )

The Agentic AI Boom in Cybersecurity: From Buzzword to Battlefield Cybersecurity has always been an arms race defenders build stronger walls, and attackers find new ways to break them. Now, a new player has entered the battlefield: Agentic AI. Unlike traditional automation, Agentic AI doesn’t just follow a script. It thinks, decides, and acts on its own and the market is exploding. 💡 According to recent reports, the global Agentic AI in cybersecurity market is projected to hit $173.5M by 2034 (with a CAGR of nearly 40%). In the U.S., the broader agentic AI tools market is already valued at $1.74B in 2024, growing at an insane 51.6% CAGR. This isn’t hype anymore. It’s happening right now. Big Tech & Startups Are Betting on Agentic AI Some recent moves: Microsoft → Added 11 AI agents into S…  ( 7 min )

MILCK Brings Music and Activism to Aspen’s Sidewalk Stage Amid the hustle of disassembling stages, beeping construction vehicles, and rogue sprinklers, singer-songwriter and activist MILCK (aka Connie Lim) casually sat on a tree-lined sidewalk at Aspen Ideas Festival, guitar in hand, and kicked off a smooth, impromptu set. She waited out the noise, charming the small crowd through songs like “Morning Bird” and “Quiet” until nature and machinery finally gave her the spotlight she deserved. More than just a heartfelt performer, MILCK is a storyteller on a mission. Her stirring track “Sisters of Winter,” an ode to perseverance and ancestral strength, will soon headline a national ACLU campaign, with Lim stepping in as an official spokesperson this fall. Watch on YouTube  ( 5 min )

Deploying Anaconda with JupyterLab on an Azure VM for Team Collaboration Joy Akinyi ・ Aug 26 #anaconda #azure #jupyterlab  ( 5 min )

This is a long story about why I wrote this line: window.event = window.event While working on getting a project to work under @lavamoat/webpack I stumbled upon an issue where the whole thing would hang in Firefox (on my colleague's mac it would hang the entire browser) TypeError: can't redefine non-configurable property "event" faster than the browser can put together stacktraces for the errors. The culprit for that was a line in react-dom It's worth noting that contrary to what the comment says, Firefox implemented window.event in 2019 so me finding this takes me a step closer to an Archeology major. window.event is deprecated? But why are we getting an error in Firefox and not in Chrome despite them both implementing window.event ? This section assumes you already know basics of what…  ( 7 min )

A post by Watchara Sukka  ( 5 min )

Step 2: Essential Theme Files Create the core files required for a WordPress Full Site Editor theme using the 4WP Starter Theme* as our foundation for Personal Branding and Corporate sites. Project Foundation: Base Theme: 4WP Starter Theme* - FSE starter theme built for developers Theme Name: 4WP Starter Theme* (customize for your project) Use Cases: Personal Branding Site and Corporate websites License: MIT License (developer-friendly) Essential Files: style.css - Theme header and metadata (REQUIRED) theme.json - FSE configuration and design tokens (REQUIRED) templates/index.html - Main FSE template (REQUIRED for theme functionality) functions.php - Theme functionality and hooks (recommended for professional themes) screenshot.png - Theme preview image (1200x900px, WordPress standard) The 4WP Starter Theme* repository (🚧 under development - use your own theme name for production) provides: Version control: Git-based development workflow Collaboration: Issues, pull requests, and community contributions Documentation: README.md with setup instructions Licensing: Clear MIT license for commercial and personal use Updates: Regular improvements and WordPress compatibility updates Next Step: Configure Composer for dependency management and modern PHP development practices with the 4WP Starter Theme* foundation. Basic FSE theme structure and WordPress development fundamentals established with proper directory organization and security practices. === https://github.com/4wpdev/4wp-course-fse-theme-development https://github.com/4wpdev/4wp-starter-theme https://4wp.dev/course/fse-theme-development/ https://anatoliy.dovgun.com/  ( 5 min )

Maîtriser la Cybersécurité avec des Outils Modernes Dans un monde de plus en plus connecté, la cybersécurité est devenue un enjeu crucial. Les attaques informatiques se multiplient et deviennent de plus en plus sophistiquées, mettant en péril la confidentialité et l'intégrité des données. Pour contrer ces menaces, il est essentiel de se munir d'outils de cybersécurité performants. Dans cet article, nous allons nous pencher sur un outil spécifique : Wireshark. La cybersécurité est l'ensemble des moyens mis en œuvre pour protéger les systèmes informatiques, les réseaux, les données et les utilisateurs contre les attaques malveillantes. Avec la multiplication des appareils connectés et des données sensibles transitant sur les réseaux, la sécurité des informations est devenue un impératif po…  ( 7 min )

End Application Bottlenecks Dipti Moryani ・ Aug 27 #programming #ai #beginners #productivity  ( 5 min )

CouchDB is unique in the database world because it makes data conflicts first-class citizens of its data model. Normally, databases and applications built on them do a large amount of work to avoid doing this. In many scenarios, this leads to subtle errors and occasional data loss. In CouchDB this means: no data is ever randomly lost and you can always make sure you have access to your user’s data. The only downside: you have to actively embrace conflicts and prepare for them. But don’t worry, it is not a lot of work. conflicts A document conflict manifests as a _conflicts field in your doc that you get if you query your doc with the conflicts=true option and a conflict exists. We also use the revs=true option to get a little more information about what is going on. Normally, you don’t s…  ( 8 min )

CAPTCHAs keep websites safe from bots, but for folks automating the grind (SEO, marketing, QA), they become a recurring speed bump: they break scrapers, slow mass registrations, and clog pipelines. The market’s answer is paid CAPTCHA-solving services: fully manual (a human at the keyboard), fully automated (AI handles it end-to-end), and hybrid (algorithms chew through the easy stuff, humans catch the hard cases). We’re not touching open-source here — this article is all about commercial tools, budgets, and real-world economics. Below is a straight-shooting breakdown of what it costs to solve different CAPTCHA types (reCAPTCHA, hCaptcha, Arkose Labs, etc.), where human labor is the bargain, where AI rules, and at what scale it’s smarter to switch to bundles or subscriptions. Prices dance …  ( 10 min )

In the last post, we got introduced to what pygame is, a few facts about it, an overview of the game we will be making and then a basic development environment setup for working through the series. In this post, we'll start building a video game with pygame. But before we go any further, I need to make it clear that I'm assuming the following things about you: You understand basic English. Trust me, this is not a given. You possess basic knowledge of the Python programming language. If not, check out this coding resource to learn. You're following along on a Mac, Linux or Windows Laptop or Desktop. You can't use your smartphone for this I'm afraid. You've setup a basic development environment and are ready to get coding. If not, then go through the previous post before proceeding with thi…  ( 9 min )

Things Often Missed (but important for SEO & Crawling) Full heading hierarchy (H1 → H6) → search engines love a clean outline. Language & direction attributes → . Sitemap & RSS links in . hreflang tags (for multilingual sites). Structured Data variations: Breadcrumb schema Article schema Organization schema LocalBusiness schema (if local business site). Loading hints: preconnect, dns-prefetch, preload → for performance (Core Web Vitals = SEO). ARIA roles + aria-current, aria-label → accessibility helps SEO. Lazy loading images → . Pagination tags (if needed) → & . No inline CSS/JS for critical SEO pages → keep clean & crawlable. Here’s a polished master structure with everything in place: <!DOCTYP…  ( 7 min )

Imagine playing an online game where the leaderboard updates instantly as players score points, or chatting with friends on a messaging app where messages pop up without refreshing the page. These seamless, real-time experiences feel almost magical—but how do they work? The answer is often WebSockets, a powerful technology that enables instant, two-way communication between a web browser and a server. In this beginner-friendly guide, we’ll explore what WebSockets are, how they work, why they’re used, how they compare to other methods, their challenges, and how to implement them with Django and JavaScript. Let’s dive in! What Are WebSockets? WebSockets are a communication protocol that creates a persistent, two-way connection between a client (like your web browser) and a server. Unlike tra…  ( 10 min )

The Yggdrasil Network is an experimental, end‑to‑end encrypted IPv6 overlay that links nodes into a self‑healing, decentralized mesh. It’s lightweight, transport‑agnostic, and operates without central servers — ideal for privacy‑minded networking, resilient communication, and experimentation. Once Yggdrasil is installed and running, you can join the mesh instantly by adding a public peer: sudo yggdrasilctl addPeer uri=tcp://51.15.204.214:12345 You can also choose from the public peers list for more options. Find your Yggdrasil IPv6 address: ip addr Look for the address starting with 20... (the mesh prefix). Use that address to connect to other nodes directly. For example: ping 201:f095:565e:fe6c:a7f2:c641:ecad:78c1 💡 Tip: Once connected, you can run services bound to your Yggdrasil IPv6 for secure, mesh‑only access.  ( 5 min )

When we talk about Artificial Intelligence in healthcare, the first thing that comes to mind is usually accuracy. We want the model to predict correctly, whether it’s diagnosing eye diseases, classifying scans, or detecting early signs of Alzheimer’s. But here’s the truth I learned in my project is accuracy alone is not enough. In my Alzheimer’s early detection project, the model was performing well on paper. Laporan Klasifikasi (Classification Report): precision recall f1-score support Mild Impairment 0.97 0.99 0.98 179 Moderate Impairment 1.00 0.92 0.96 12 No Impairment 0.99 1.00 0.99 640 Very Mild Impairment 0.99 0.98 0.98 448 accuracy …  ( 6 min )

Last time I attended a manufacturing conference, I noticed that customers were eager for AI innovation in their businesses(They hungry to join the AI Race). They wanted customizable AI solutions that could be implemented immediately in their production chains. That’s why building quick prototypes or Proof of Concepts (PoCs) is exactly what AI engineers(Me) and software developers(Also me) need to focus on right now to my boss what we can do :)) For me, using a framework that Inherited multiple technologies is the key solution. When creating rapid prototypes for AI chatbots or AI agents, I use Parlant—a production-ready engine for AI chat agents that generates aligned responses and follows instructions. Follow along with this example, and I’ll show you how to build an AI agent in just min…  ( 6 min )

GitHub Home It was another Black Friday. At 3 AM, my phone started screaming like crazy. 😱 It wasn't my alarm; it was the monitoring alert. Our flagship e-commerce service, the system we had poured six months of hard work into, had crumbled like a paper house in the face of peak traffic. CPU at 100%, memory overflows, and logs filled with timeout errors. 💸 That night, we lost millions in sales and, more importantly, our users' trust. It was one of the darkest nights of my career. 🔥 From that day on, I understood a principle: performance is not an option; it is the lifeline of a service. As an old-timer who has been in the coding world for nearly forty years, I've seen too many teams make mistakes when it comes to performance. They are either too optimistic, believing that "hardware will…  ( 9 min )

Agile project management is a flexible, iterative approach that helps teams adapt quickly and deliver value faster. The idea of Agile started in the software world. In 2001, a group of developers put together the Agile Manifesto, which highlighted values like teamwork, adaptability, and working solutions over rigid processes. Today, Agile has moved far beyond software and is used in industries from marketing to product design. At its core, Agile is about: People over processes --- trust your team to work together. Real results over paperwork --- progress matters more than documentation. Collaboration over contracts --- keep customers involved. Adapting over sticking to the plan --- adjust when things change. Agile projects are split into short cycles (often called sprints) that usu…  ( 6 min )

The tech landscape never sits still. New languages emerge, frameworks evolve, and yesterday’s “must-know” stack can become tomorrow’s legacy code. If you’re jumping into programming or leveling up for a new role, choosing the best platform to learn programming can feel like picking the “right” door in a corridor of endless options. I’ve been there. When I pivoted from product design to backend engineering, I bounced between YouTube playlists, 500-page textbooks, and pricey bootcamps. Some resources dumped theory without context, while others pushed projects without foundations. After months of trial and (lots of) error, I finally zeroed in on platforms that actually moved the needle. In this blog, I share that journey. We’ll compare Educative, Codecademy, and freeCodeCamp, three giants th…  ( 8 min )

{ Abhilash Kumar Bhattaram : Follow on LinkedIn } Tuning SQL statements has always been a persistent pain to DBA's . Cloud or On Prem , SQL statements need to constantly evolve with application teams inputs and its scalability. Oracle SQL Plan Management has been around since 12.x but it does take some effort to let Oracle database know that an SQL Plan can eveolve as a better plan is available. One should always refer Oracle docuentation link on SQL Performance fundamentals here , this is a good place to start reading if you are new to tuning SQL In Pre 19.22 environments the following would need to be done , Identify and load SQL Baselines from cursor / SQL Tuning Sets / AWR Evolve SQL Baselines for the SQL Reference here Here is my github to perform for the SQL Plan Management https…  ( 7 min )

“Imagine clicking play on a video you’ve been dying to watch—only to realize the sound isn’t working. The captions aren’t there. You stare at moving lips but miss every word. Frustrating, right?” For millions of people worldwide, this isn’t just a glitch—it’s everyday reality. People who are deaf, hard of hearing, blind, or visually impaired constantly face barriers when content creators forget about accessibility. Here’s the truth: accessible media isn’t just about inclusion—it’s about impact. Adding captions, transcripts, and descriptions doesn’t only help people with disabilities. It improves SEO, boosts engagement, and makes your content more user-friendly for everyone. So, if you’re a creator, marketer, or business owner who wants to connect with a wider audience while building a stro…  ( 7 min )

Caching is one of those invisible building blocks that keeps applications fast, reliable, and efficient. If you’ve ever used node-cache, you know how handy it can be — but also how limited. That’s why I built flexi-cache-node : a zero-dependency, TypeScript-ready caching library for Node.js with modern features baked in. Why I built it 💡 I needed a cache that: could expire keys (TTL) reliably, had LRU eviction so memory wouldn’t blow up, supported tags so I could bulk-delete groups of keys, could persist data to disk securely, worked seamlessly in both JavaScript and TypeScript, and most importantly… had zero dependencies. Instead of bolting these features on top of node-cache, I decided to start fresh. What makes flexi-cache-node different ✨ -- ⏱ TTL (Time-To-Live) per key o…  ( 6 min )

The Internship Promise: "Assistance" vs. "Guaranteed" This is the most crucial factor. Almost every platform promises "placement assistance," but this can be a vague term, often meaning little more than resume workshops or forwarding your CV. What to look for: A written guarantee of an internship. This is a non-negotiable sign that the platform is confident in its curriculum and is invested in your outcome. The Gold Standard: Platforms like AiWebix take this a step further by offering a guaranteed paid internship. This is the ultimate proof of a program's value, as it provides not only priceless experience but also de-risks your financial investment. The Curriculum Check: Are You Learning What Companies Actually Need? Don't be swayed by a long list of buzzwords. Dig deeper into the syllabu…  ( 7 min )

Learning software development today is both easier and more overwhelming than ever. There are thousands of tools, platforms, tutorials, and courses online, but how do you know which one’s actually worth your time? If you're just starting out or looking to level up professionally, figuring out where to begin can feel like trying to learn coding in a wind tunnel: loud, chaotic, and full of mixed signals. I was in the same position not long ago. As a self-taught developer preparing for a full-time job in backend engineering, I knew I needed structure, but also flexibility. I didn’t want just another Udemy course that would sit unfinished. I needed something that could guide me through real-world projects, push me beyond tutorials, and help me think like an engineer. So I did what any develop…  ( 10 min )

create a ts config file. mac@MacBook-Pro 03purets % tsc --init Created a new tsconfig.json TS You can learn more at https://aka.ms/tsconfig 2.init a node.js project. mac@MacBook-Pro 03purets % npm init -y 3.below is a common project structure. dist is something that get onto the production that server the users. so we don't create anything in dist folder.  ( 5 min )

Everything React: From Basics to Advanced - Introduction to the Series Maria Mendonca ・ Aug 26 #react #beginners #javascript #webdev  ( 5 min )

Managing multiple MTurk accounts can be tedious. What if you could paste multiple HIT set IDs once and let a userscript automatically accept HITs for all connected accounts? Here’s how I built a centralized MTurk HIT catcher using PHP, a JSON endpoint, and a userscript. Central PHP page to save and manage HIT set IDs. Toggle catching HITs on/off. JSON endpoint for userscripts to fetch IDs. Userscript auto-accepts HITs for multiple accounts. Server rendering using Ngrok for remote access. PHP Controller (hitaccept.php) This page allows you to save HIT set IDs, see the current status, and serve IDs as JSON. <?php $file = __DIR__ . "/hit_ids.json"; $statusFile = __DIR__ . "/status.txt"; if (isset($_GET["toggle"])) { $status = ($_GET["toggle"] === "off") ? "off" : "on"…  ( 7 min )

When it comes to Japan’s kei trucks and vans, the Honda Acty has long been one of the most versatile and dependable vehicles in its category. First introduced in 1977, the Acty line became synonymous with reliability and practicality, often serving as the backbone for small businesses, farmers, and delivery services across Japan. While earlier models like the HA3 and HA4 built a reputation for rugged efficiency, the HA8 and HA9 models, produced between 2009 and 2022, represented a more modern, refined evolution of Honda’s kei truck design. These models not only complied with stricter emissions standards but also delivered meaningful changes in performance, safety, and overall drivability. Understanding what makes the HA8 and HA9 special requires looking under the hood and beyond. Their eng…  ( 9 min )

Compute Engine Storage - Images What is an Image ? • An image is a replica of a disk that contains the applications and operating system needed to start a VM How many types of Images available in GCP GCE ? • Public Images What are Public Images? • Provided and maintained by Google, open-source communities, and third-party vendors What are Custom Images ? • You can create custom images from other boot disks Custom Images imported to GCP adds no cost for the image. Custom Images do incur an image storage charge while you keep your custom image in your project. Why do we use custom Images ? • To import a boot disk image from our on-premise environment to GCP What are Image Families ? • Image families are used to simplify image versioning What is the advantages of using Image Families ? • Image Versioning When to use Image Families ? • If we have regular updates (more frequent) to our custom images with newer configurations, it is recommended to use Image Families concept. ACTIVE • The Image is active and can be used as normal DEPRECATED • The Image is marked as deprecated but still be used to create a VM Instance OBSOLETE • The image is marked obsolete and is no longer available for use. DELETED • This image is deleted. An error message is returned if you try to use a deleted image.  ( 7 min )

Throughout our tech careers, certifications often become milestones. We might earn them out of genuine interest, because our employer asks us to, or as part of a bigger career goal. Whatever the reason, it’s always satisfying and quite motivating to be able to track our progress and see how far we’ve come. Recently, my colleague Guy Gregory has been working on something that makes this visualisation possible. Using GitHub Copilot, GitHub, and GitHub Actions, he’s built a project that I think is worth sharing. So let’s talk about it. The Exam Timeline Project The Exam Timeline project started as Guy’s experiment to upskill on some GitHub components. With the help of GitHub Copilot to turn his ideas into working code, the result is a smart, automated tool for t…  ( 7 min )

Serverless architecture represents a paradigm shift in deploying and managing applications. This approach not only alters the way companies design solutions but also significantly redefines the cost structure in cloud services. Serverless computing, contrary to what the name suggests, does not eliminate servers but abstracts their management from the users. It is a cloud-computing execution model where the cloud provider dynamically manages the allocation and provisioning of infrastructure and accompanying resources. Essentially, developers can build and run applications and services without the overhead of managing the infrastructure typically associated with computing. This distribution of responsibilities can influence and potentially reduce software development time. Event-driven and S…  ( 22 min )

Every Developer Needs to Self-Host Jonas Scholz ・ Apr 25 #cloud #devops #opensource #webdev  ( 5 min )

What is VHDL? Benefits of VHDL Why Choose VHDL? Introduction to VH/26990 Verification Methodology Addressing Common Verification Challenges Comprehensive Verification Framework Test Automation and Reporting Benefits and Adoption of VH/26990 VH/26990 stands out for its readability, reuse, and flexibility, making it accessible to any VHDL engineer, as noted by Lewis, (2024). Its transaction-based methodology supports directed and constrained random testing, providing powerful capabilities that rival other verification languages. With extensive resources on GitHub and tailored training offered by SynthWorks, engineers can incrementally adopt VH/26990 to enhance their verification processes while ensuring robust and reliable designs.  ( 7 min )

In today’s fast-paced digital economy, enterprise web application development has become essential for organizations that want to streamline operations, improve customer experiences, and remain competitive. Unlike traditional websites, enterprise web apps are robust, scalable, and tailored to meet complex business needs. Companies often partner with the best web and app development company to design and implement these applications with precision and scalability in mind. What is Enterprise Web Application Development? Enterprise web applications are large-scale, business-oriented software solutions accessed through a web interface. They integrate with existing systems and help enterprises manage processes like customer relationships, supply chain, human resources, and financial operations.…  ( 7 min )

GitHub Home I still remember the bug that kept me up all night. A payment callback endpoint, when handling a rare, exceptional status code from a third-party payment gateway, had a .catch() that was accidentally omitted from a Promise chain. The result? No logs, no alerts, and the service itself didn't crash. It just "silently" failed. That user's order status was forever stuck on "processing," and we were completely unaware. It wasn't until a week later during a reconciliation that we discovered hundreds of these "silent orders," resulting in tens of thousands of dollars in losses. 💸 The lesson was painful. It made me realize that in software engineering, we probably spend less than 10% of our time on the happy path. The other 90% of the complexity comes from how to handle all sorts of e…  ( 9 min )

Many businesses start with a static website—simple, fast, but difficult to maintain. Every small change, like updating a service description or adding a new blog post, often requires calling a developer. This slows down growth and creates unnecessary costs. That’s where a custom Content Management System (CMS) comes in. What I Build Custom CMS solutions that allow non-technical users to update content easily. Conversions from static to dynamic websites, without losing performance. User-friendly dashboards for managing text, images, and pages. Scalable backends built with modern stacks (React, Django/FastAPI, PostgreSQL). Why It Matters A CMS puts content control back in your hands. Businesses can: Keep websites fresh and engaging. Improve SEO with regular updates. Save costs by reducing developer dependency. Let’s Connect I specialize in helping businesses, NGOs, and personal brands modernize their websites. dariusmumbere@gmail.com if you’d like to discuss how I can help.  ( 5 min )

As 2024 comes to a close, I find myself reflecting on a year that has been truly transformative. This year was filled with milestones, new opportunities, and countless lessons that have shaped my journey as a developer and a learner. Here’s a glimpse into what I accomplished, learned, and aspired to achieve in 2024. This year began with a significant step in my academic journey—getting into Ambala College of Engineering. It marked the culmination of my high school years and the beginning of a new chapter filled with opportunities to grow as an engineer and innovator. One of my biggest focuses this year was contributing to open source projects. Here are some highlights: While I wasn’t actively involved in the MediaWiki organization this year, I am planning to be more engaged in 2025 as I de…  ( 7 min )

AI feels like magic until you get your first bill. When teams discuss whether to rent a general-purpose LLM (like GPT, Gemini, or Claude) or build their own smaller domain-specific model, the conversation often gets stuck on price tags and technical complexity. But there’s another critical detail that many articles gloss over: general LLMs don’t magically know your company’s data. If you want them to answer real product or order questions, you have to wire them into your systems. This blog takes a clear look at both paths, using the same example of retail chatbot answering "Where’s my order?"—to highlight the tradeoffs. At first glance, this feels like the easy button. You call GPT or Gemini’s API, pass in a customer question, and get a natural-language answer. But here’s the reality: GPT …  ( 7 min )

🐳 Docker Cheat Sheet: From Beginner to Expert Docker makes it easy to build, ship, and run applications in containers. This cheat sheet is a progressive guide — starting from the basics and moving into advanced concepts. Perfect for bookmarking and referencing as you grow! 🚀 Docker A platform to run applications in isolated environments called containers. Think of it as lightweight virtual machines. Image A blueprint (snapshot) of your app — contains code, dependencies, and environment setup. Container A running instance of an image. You can start/stop/delete it. Docker Hub A public registry of prebuilt images (nginx, mysql, node, etc.). docker --version # Check Docker version docker info # System info (containers, images, storage driver, etc.) do…  ( 7 min )

A post by Charis Mark  ( 5 min )

If you've ever spent weeks researching authentication providers only to feel more confused than when you started, this guide is for you. I built and scale a Customer Identity and Access Management (CIAM) platform 10 years ago, but now there are lots of cool CIAM vendors out there for specific B2B and B2C use cases. How to do you know which is the best platform? What seemed like a straightforward technical decision quickly became a research nightmare: Vendor documentation focused on marketing rather than technical details Pricing information hidden behind "contact sales" forms Scattered advice across forums with no clear comparison framework One-size-fits-all recommendations that didn't match our specific needs After months of research, I realized I wasn't just solving our problem—I was cr…  ( 6 min )

You may visit this Github link: https://github.com/wenb1n-dev/SmartDB_MCP SmartDB is a universal database gateway that implements the Model Context Protocol (MCP) server interface. This gateway allows MCP-compatible clients to connect and explore different databases. Compared to similar products, SmartDB not only provides basic database connection and exploration capabilities but also adds advanced features such as OAuth 2.0 authentication , health checks, SQL optimization, and index health detection, making database management and maintenance more secure and intelligent. Database Support Description MySQL √ Supports MySQL 5.6+, MariaDB 10+ PostgreSQL √ Supports PostgreSQL 9.6+, YMatrix Oracle √ Oracle 12+ SQL Server √ Microsoft SQL Server 2012+ Tool Name Description …  ( 6 min )

Industrial environments are evolving fast. From factory floors to outdoor kiosks, digital displays are now critical for real-time monitoring, automation, and human–machine interaction. Among these, TFT LCDs (Thin-Film Transistor Liquid Crystal Displays) stand out as the dominant choice for industrial use. Their durability, readability, and customization options make them the backbone of modern equipment. This post dives into what makes industrial-grade TFT LCDs unique, why they're different from consumer screens, and where they're applied today. Unlike consumer-grade LCDs, which are designed for short lifespans and casual usage, industrial TFT displays are engineered for longevity and harsh conditions. Here are some of their defining traits: Extended operating temperature ranges: Some disp…  ( 7 min )

Imagine this: a student is filling out a lengthy online form in an educational institute, and he is almost done. Finally, he has to upload the scanned copies of his certificates. When he selects the images and clicks the upload button, an error message appears, and the complete form is refreshed. Can you imagine the user frustration? User experience is the most essential factor to consider when creating an application that allows file or image uploads. This is why you need to follow best practices when adding an image uploader for a website. In this article, we will explore the eight best practices to add an image uploader to your website. Key takeaways A well-designed image uploader for a website improves user experience, performance, and reliability across devices. Use drag-and-dro…  ( 12 min )

How Fine Leather Bags Are Handmade In Great Britain Alec Steele, blacksmith and metal‐crafter extraordinaire, takes you behind the scenes at renowned British leatherworks Westley Richards to show how premium leather bags are designed, stitched, and finished by hand. Expect close-ups of skilled artisans at work, expert tips on traditional techniques, and a healthy dose of creative passion. Along the way, you’ll find links and codes to save 10% on Squarespace sites with FORGE, shop Westley Richards’ collection, join Alec on Discord, Instagram, and Patreon, and support the show through Epidemic Sound, SoundStripe, and Amazon affiliate gear picks. Watch on YouTube  ( 5 min )

TL;DR Rick Beato dives into how musical ideas from centuries ago are still alive in today’s songs, then pivots to his Labor Day Mega-Bundle: get all six of his college-level Beato Method courses (ear training, interactive book, quick lessons, arpeggios, songwriting theory and beginner guitar) for just $109 (a $730+ value). Sale ends this Monday at midnight ET. He wraps up by giving a big shout-out to his Beato Club supporters who keep the magic going. Watch on YouTube  ( 5 min )

Agentic Coding Boilerplate: a Next.js starter kit for building AI-powered apps and autonomous agents. Key Features: 🔐 Better Auth with Google OAuth 🗃️ Drizzle ORM with PostgreSQL 🤖 Vercel AI SDK with OpenAI 🎨 shadcn/ui and Tailwind CSS ⚡ Next.js 15, React 19, TypeScript 📱 Mobile-responsive design Perfect for developers who want to focus on building their AI features instead of spending weeks on boilerplate setup. The whole authentication flow, database connections, and AI integrations are already handled. 👉 Blog Post 👉 GitHub Repo  ( 5 min )

Come Visit McDonaldland in Fortnite LIVE with Dagwummy Tomorrow, streamer Dagwummy is dropping into Fortnite’s McDonaldland for a live event—think golden arches, Happy Meal vibes and all your favorite fast-food fun wrapped into a battle-royale playground. This is a sponsored collab with McDonald’s, so grab your squad and get ready to explore a fries-filled fantasy world you won’t want to miss! Watch on YouTube  ( 5 min )

Sonic Racing: CrossWorlds is revving up an open network test from Friday, August 29 (12:01 AM ET) through Monday, September 1 (11:59 PM ET). You’ll get hands-on with all the core modes, courses, and the new features teased in the primer trailer. This trial’s available on PS5, Xbox Series X/S, Nintendo Switch, Steam, and the Epic Games Store—so rally your crew and dive in to see if CrossWorlds lives up to the hype! Watch on YouTube  ( 5 min )

Is This Thing On? follows Alex (Will Arnett) as he hits a midlife crisis—his marriage is on the rocks, divorce looms, and he dashes into New York’s comedy scene hoping for a fresh start. Across town, Tess (Laura Dern) wrestles with the sacrifices she’s made for their family. Together they must juggle co-parenting, rediscover their identities, and decide if love can morph into something entirely new. Watch on YouTube  ( 5 min )

Last month, my client's WooCommerce store went down. Not from a DDoS attack, not from bad code, but from Google and AI crawlers doing their job a little too enthusiastically. The culprit? Uncached WooCommerce filter pages being hammered by bots, each request hitting the database directly. The solution? A simple WordPress plugin that took me an afternoon to write and has since saved multiple sites from the same fate. It started innocently enough. Server response times began creeping up. Then came the alerts: CPU usage at 90%, memory exhausted, MySQL connections maxed out. Looking at the access logs told the whole story: Googlebot: GET /shop/?filter_color=red&min_price=50 BingBot: GET /shop/?filter_size=large&filter_material=cotton GPTBot: GET /shop/?filter_brand=nike&max_price=200&rating_f…  ( 8 min )

GETTING STARTED WITH DOCKER AND DOCKER COMPOSE: A BEGINNER GUIDE 1. What is Docker? Docker is a tool used for building, running and managing containers. A Container is a lightweight, portable package that has everything an application needs to run-code, libraries, system tools and settings. 2. Install Docker On Ubuntu/Linux sudo apt install gnome-terminal sudo apt update sudo apt install -y docker.io sudo systemctl enable -now docker On Windows/Mac Install Docker Desktop After installation, run docker version to verify that docker is working. 3. Basic Docker Concepts - Image It is a blueprint that contains everything needed to run an app.(OS libraries, dependencies and your code) They are immutable. - Container It is a running instance of an image. Containers are ephemer…  ( 6 min )

I’ve seen it happen hundreds of times. A talented engineer gets an unexpected call from a recruiter at a top tech company, and the interview for their dream role is just days away. But that initial excitement is quickly replaced by a cold sweat when they see these two words on the schedule: “System Design.” While at Microsoft and Meta, I experienced both sides of the interview process: conducting interviews and helping countless engineers prepare for them. The good news is that you don’t need months to get ready. Smart, focused preparation can make all the difference. This guide shares my insider tips for cramming effectively so you can walk into your interview with a clear plan and real confidence, especially when your System Design interview is just around the corner. A foundational sy…  ( 11 min )

In today’s fast-paced tech environment, automation is no longer a luxury but a necessity. One tool that stands out for its simplicity and versatility in automating workflows is N8n. Whether you are building web applications, integrating with cloud platforms, or simply managing repetitive tasks, N8n offers a robust platform to automate these processes seamlessly. In this article, we will explore how N8n can be used to streamline workflows, from setting up basic triggers and actions to leveraging advanced integrations with APIs like Google Drive and Pinecone for building powerful applications. Before diving into advanced features, it’s crucial to set up N8n correctly. The first step is ensuring that Node.js is installed on your system. If you already have Node.js, installing N8n is as simple…  ( 8 min )

Everyone's talking about Google’s MAD privacy algorithm, but the real win is more signal from rare data without exposing anyone’s identity at scale. Most teams think privacy means dumber models. It doesn’t. The trick is how you weight each data point. MAD flips the old rule of “treat everything the same.” It shares the spotlight so rare but important patterns stand out. Common events still count, but they don’t drown the edge cases. You get richer insights and stronger privacy at the same time. Think of it as turning up the mic on quiet truths, without naming the speaker. Example. A fraud team trains on 10 million records. The rare chargeback pattern shows up in 0.2% of cases. With spotlight-style weighting, recall on rare fraud jumps 34% and false negatives drop 22%. Privacy stays intact because no single user is exposed or traced. ↓ How to apply this fast. • Map your rare events or long-tail segments. • Set a clear privacy budget and logging rules. • Reweight contributions so rare, high-value signals have a louder voice. • A/B test against your baseline and ship only if lift beats privacy cost. ↳ If you cannot explain the privacy setting in one sentence, it is too complex. ⚡ Faster detection of edge cases. ⚡ Less bias toward the average user. ⚡ More trust from customers and regulators. What would you build if you could learn from rare data without touching identities?  ( 6 min )

In this tutorial, I explored MongoDB, a NoSQL database, to learn how to store, query, and analyze data. I worked with a sample dataset of business reviews and performed common operations like insertion, aggregation, search, update, and deletion. Step 1: Setup MongoDB: Step 2: Insert Sample Data Step 3: Running Queries 3.1 Top 5 Businesses with Highest Average Rating Aggregation query: Explanation: I used an aggregation pipeline to group by business_id and calculate the average rating, then sorted descending to find the top 5. 3.2 Count Reviews Containing “Good” Filter query: Explanation: 3.3 Get Reviews for a Specific Business Explanation: This query retrieves all reviews for a specific business. 3.4 Update a Review Query example: Explanation: 3.5 Delete a Record Explanation: I deleted one record from the collection to demonstrate the deletion operation.  ( 6 min )

Here's a quick question for you: Why do you love Google Chrome ? If you're like me, one reason might be the little dinosaur game that pops up when the internet goes down. Honestly, that game has made my days of poor connection more bearable. pygame, and this blog series is where I’ll share what I learn as we recreate the Chrome Dino game step by step. But before we go any further, I need to make it clear that I'm assuming the following things about you: You understand basic English. Trust me, this is not a given. You possess basic knowledge of the Python programming language. If not, check out this coding resource to learn. You're following along on a Mac, Linux or Windows Laptop or Desktop. You can't use your smartphone for this I'm afraid. Alright, let's dive in ! pygame ? Pygame is a …  ( 8 min )

In this technical blog post, I'll walk through how to build an AI agent that combines the flexibility of Haystack's agent framework with the privacy benefits of self-hosted LLMs through Gaia Node. This solution gives you the best of both worlds: sophisticated tool-using capabilities with complete control over your infrastructure. Our example creates an AI agent that can answer questions about current information by: Using a self-hosted LLM via Gaia Node for processing Performing real-time web searches when needed Providing summarized, accurate responses based on the latest information The agent specifically handles queries like: "How is the weather in Berlin?" "What are the latest news headlines?" "Tell me about recent events in technology" Our solution leverages three main components: Ha…  ( 8 min )

If you’ve tried building with today’s best AI models, you’ve felt it: tokens aren’t free. Powerful models can turn a rough idea into working code in minutes, yet the meter is always running—and the best rate limits are often behind paywalls. That tension is shaping who gets to learn, experiment, and ship with AI. The money part nobody likes to talk about Why this matters right now But access is uneven A practical playbook to build without bill shock Match the model to the task. Explore with cost-efficient models; upgrade only when quality truly matters (e.g., gnarly refactors). Keep prompts lean. Shorten context, link files selectively, and summarize to control token growth. Batch and cache. Where available, batch or cache responses to cut per-token costs. Adopt an “agentic diff” workflow. Ask AI to propose diffs—not whole files—to reduce retries and output tokens. Explore cost-offset options. Some tools experiment with sponsored devtools that subsidize or offset token spend when you pick a stack recommendation during coding. It’s a promising way to let more people participate in vibe coding without upfront costs (e.g., what we’re piloting at CheaperCursor). If you’re curious about trying vibe coding without cost anxiety, you can test this sponsored-stack approach at https://www.cheapercursor.com —no pressure, just another path to build more and pay less. The upside of broader access Lowering the cost barrier isn’t only about saving money; it’s how we widen the funnel for new builders. Vibe coding lets beginners ship simple apps and lets pros automate the slog. When more people can afford to practice daily, you get better code, faster learning, and a healthier open-source ecosystem. That’s a win for everyone.  ( 7 min )

Three months ago, I left my job at PaloAlto Networks and started completely focusing on my own startup. It was not an easy decision for me. The job was very peaceful and flexible. But, building my own startup was always my dream and I can't hold it any more. Around 3 years back, my friend Sachin Neravath shared an idea of implementing price localization for digital products. We started it as a side project. We developed and released the product. Sachin quit his job and started concentrating completely on the product, that really worked. Within a short span of time we got good traction. Multiple payment providers reached out to us for integration and everything went well, we got many popular creators and some of the fastest growing SaaS companies as customers. During this time, we talked t…  ( 6 min )

Let's step beyond the scope of GDAL and explore the features of emscripten. In computing, a File System is a method for managing and accessing data in the form of files. Data is stored on a variety of hardware devices, each with its own way of accessing data. The file system abstracts the complexities of data management and access into a unified interface, allowing users to manage and access stored data without understanding the underlying physical device parameters. Different operating systems have developed various file systems over time—for example, Linux supports ext, ext2, etc.; Windows supports NTFS, FAT32, etc.; and macOS supports HFS+, APFS, etc. These are not entirely compatible with each other. To enable software to run across different UNIX-like operating systems, the IEEE devel…  ( 9 min )

Have you ever wondered what really happens when you type a URL in your browser and hit enter in a Laravel application? Behind the scenes, Laravel does a lot of work before returning the response you see. This process is called the Request Lifecycle — and understanding it can help you debug, optimize, and write cleaner code. Let’s break it down step by step (without overcomplicating it). Everything starts with public/index.php. This file is the entry point for every request. Think of it as Laravel’s “gatekeeper.” All requests — no matter what route you hit — will pass through this file first. Laravel has two kernels: HTTP Kernel → Handles web requests. Console Kernel → Handles Artisan commands. For browser requests, the HTTP Kernel takes charge. It loads important parts of the framework, li…  ( 7 min )

O que é? O Motor Fan L9110 é um módulo pequeno e de baixo custo muito utilizado em projetos de robótica diy, especialmente em projetos "bombeiros" visando conter pequenos incêndios. Ele atua como um intermediário entre um microcontrolador (no nosso caso, o arduino) e o motor do ventilador, permitindo que você controle tanto a velocidade de rotação da hélice quanto a direção. E isso se dá por causa do circuito L9110 que ele possui, constituído de duas pontes h. Ao aplicar uma tensão em um motor de qualquer uma das duas direções,o usuário é capaz de direcionar a rotação da hélice. Tudo isso graças ao circuito eletrônico da ponte H. Podemos ver que o módulo possui 4 pinos de conexão: VCC: conectamos este pino na tensão de alimentação do Arduino. No caso deste módulo, 5v. GND: terra. Conect…  ( 6 min )

Thank You for 500 Followers + A Special Giveaway Jaideep Parashar ・ Aug 27 #ai #webdev #programming #beginners  ( 6 min )

Recently, I developed a somewhat experimental CLI parser library called Optique. While it has now been released up to version 0.2.0, I think it's an interesting idea worth sharing in this article. Optique was influenced by two very different libraries. One is Haskell's optparse-applicative library, which taught me that CLI parsers can be parser combinators, and that this approach is incredibly useful. The other is Zod, which TypeScript users are already familiar with. While I got the core idea from optparse-applicative, Haskell and TypeScript are such different languages that there are significant differences in how APIs are structured. So for API design, I referenced various validation libraries including Zod. Optique expresses what a CLI should look like by assembling small parsers and p…  ( 8 min )

When you're new to MongoDB, diving into the monitoring dashboard can feel like trying to read a foreign language. You're met with a sea of charts and numbers, but what do they all mean? What's good? What's bad? What demands immediate attention? This is a critical skill for anyone managing or building on MongoDB, from DBAs and DevOps engineers to developers. Understanding these metrics is the key to proactive performance tuning, efficient resource provisioning, and preventing outages before they happen. Over the years, I've spent a lot of time walking new team members, customers, and SREs through these charts. This article is my attempt to distill that knowledge and help you understand your MongoDB deployment's health a little better. Let's demystify some of the most important metrics you s…  ( 10 min )

There are 8 constructors in Thread class. 1) Thread(): 2) Thread(Runnable): 3) Thread(name): Main class: Output: 3) Thread(Runnable, name) Main class: We can also prioritioze which thread to run first using setPriority() method Output:  ( 5 min )

Postman vs Bruno: What Are the Key Differences? Fallon Jimmy ・ Aug 27 #programming #webdev #beginners #devops  ( 5 min )

Leave a comment below to introduce yourself! You can talk about what brought you here, what you're learning, or just a fun fact about yourself. Reply to someone's comment, either with a question or just a hello. 👋 Come back next week to greet our new members so you can one day earn our Warm Welcome Badge!  ( 5 min )

In the ever-evolving landscape of API development tools, a David vs Goliath story is unfolding. Postman has long reigned supreme as the go-to API client, but a newcomer named Bruno is challenging the status quo with a fresh approach that's turning heads in the developer community. Is this open-source contender truly capable of disrupting Postman's dominance? Let's dive deep into what makes each platform unique and why developers are increasingly considering the switch. Bruno offers a completely free, open-source alternative that's gaining traction among privacy-conscious developers While Postman relies on cloud storage, Bruno keeps your sensitive API collections safely on your local device Git integration comes built-in with Bruno, making team collaboration seamless without subscription f…  ( 10 min )

Why are all gems now built in 1980? Bundler v2.7.0 had a change that went largely unnoticed: reproducible builds. See https://reproducible-builds.org/ Previously biulds were only reproducible if you set SOURCE_DATE_EPOCH in the env. Gems that relied on reproducible builds, like stone_checksums, wouldn't work without it and enforced it. But in bundler v2.7+ SOURCE_DATE_EPOCH is not required, so I've released stone_checksums v1.0.2, with support for both types. And now all ruby gems are built in the same second in 1980.  ( 5 min )

Why this post? Today I set up a clean Python workspace on Ubuntu and ran my first NumPy code. I wrote down every step so you (or future‑me) can repeat it in minutes. Prerequisites Install Python and pip Create a Virtual Environment Install NumPy and Jupyter Launch Jupyter Notebook Your First NumPy Operations Shut Down & Deactivate Common Pitfalls & Fixes What’s Next Ubuntu (works on 20.04/22.04/24.04+) Terminal access Basic comfort running shell commands Tip: Commands with $ go in your terminal. Don’t copy the $ itself. Ubuntu ships with Python 3, but let’s make sure the essentials are installed and up‑to‑date. $ sudo apt update && sudo apt install -y python3 python3-pip python3-venv $ python3 --version $ pip3 --version Make a dedicated folder for your NumPy learning so packages don’t l…  ( 8 min )

Question: Consider a rat placed at (0, 0) in a square matrix of order N * N. It has to reach the destination at (N – 1, N – 1). Find all possible paths that the rat can take to reach from source to destination. The directions in which the rat can move are ‘U'(up), ‘D'(down), ‘L’ (left), ‘R’ (right). Value 0 at a cell in the matrix represents that it is blocked and the rat cannot move to it while value 1 at a cell in the matrix represents that rat can travel through it. Note: In a path, no cell can be visited more than one time. Print the answer in lexicographical(sorted) order Examples: Example 1: Input: N = 4 m[][] = `{{1, 0, 0, 0}, {1, 1, 0, 1}, {1, 1, 0, 0}, {0, 1, 1, 1}}` Output: DDRDRR DRDDRR Explanation: The rat can reach the destination at (3, 3) from (0, 0…  ( 9 min )

Key Concepts Karat The measure of gold purity, expressed in parts per 24. The gold sovereign is a British gold coin with a specific gold content. Gold Content: 7.322 grams Gross Weight (including copper): 7.988 grams The fee charged by jewelers for crafting raw gold into jewelry. It includes the labor cost and design charges. The additional gold or material lost during the jewelry-making process. Jewelers often charge a wastage fee, which is added to the making charges. It refers to the incremental increase in worth or utility imparted to raw gold through processes such as refining, shaping, and crafting it into products. This value addition enhances the desirability and market price of the gold beyond its base commodity value. A certification issued by the Bureau of Indian Standards (BIS) that verifies the purity of gold. It ensures that the gold content is as claimed by the jeweler. 916 represents the purity Gold Jewellery Gold Coins/Bars It is offered by jewelers to help individuals accumulate gold over time. Returns are in the form of gold, not cash. These are government-issued securities that allow investors to invest in gold without physically owning it. These bonds are issued by the Reserve Bank of India (RBI) on behalf of the Government of India. The bond has a fixed tenure of 8 years with an option to exit after the 5th year on interest payment dates. SGBs offer a fixed interest rate of 2.5% per annum on the initial investment amount, payable semi-annually. The capital gains on redemption are tax-free. However, interest income is taxable as per the investor’s income tax slab. It is an ETF listed on stock exchanges. It allows investors to buy and sell units of gold in a dematerialized (demat) form, similar to shares. Each unit typically represents a fraction of physical gold (e.g., 1 gram or a certain percentage of gold). Stay Connected! Twitter: madhavganesan Instagram: madhavganesan LinkedIn: madhavganesan  ( 6 min )

> About Author SafeLine, an open-source Web Application Firewall built for real-world threats. While SafeLine focuses on HTTP-layer protection, our emergency response center monitors and responds to RCE and authentication vulnerabilities across the stack to help developers stay safe. Weaver e-Office is a widely used collaboration and management platform developed by Weaver Network Technology. It supports HR, finance, admin workflows, and mobile office functions. Recently, a critical vulnerability was discovered and patched by Weaver, and SafeLine security research teams have analyzed and confirmed its impact. Security researchers at Chaitin Tech detected that Weaver released a patch addressing a remote code execution (RCE) flaw. The issue occurs due to a combination of arbitrary file uploa…  ( 6 min )

Humanity's growth over the last 200 years is undeniable, with advancements that have brought wealth and comfort to countless lives. However, this progress comes hand-in-hand with a growing problem: inequality. The gap between the richest and the poorest widens every day, and the global economic balance tilts further, concentrating power and privilege in the hands of a minority, the 1%. The vast majority, the 99%, are caught in a relentless race for resources and opportunities. Facing this, many turn to radical solutions, but I believe true change comes from within the system itself. My vision is to use the system's own tools against it. Not to destroy it, but to reshape it into something more just and accessible. The goal is clear: to make life difficult for the powerful and easier for tho…  ( 7 min )

🎬 "You've built your first Docker image — high five! 🖐️ Now it's time to command Docker like a boss. No more googling basic commands. Here’s your go-to cheat sheet, packed with real examples." GUI tools are fine, but the real power of Docker lies in the terminal. If you want to: Automate workflows Debug faster Build better CI/CD pipelines Then mastering the Docker CLI is non-negotiable. Let’s dive into the commands that matter. docker pull Download an image from Docker Hub. docker pull node:18 docker images List all downloaded images. docker images docker rmi Remove an image. docker rmi node:18 docker run Run a container from an image. docker run -d -p 3000:3000 my-node-app docker ps List running containers. docker ps docker ps -a List all containers (including stopped o…  ( 7 min )

What is async - await Asynchronous programming is one of the most important concepts in modern JavaScript development. It allows your code to perform tasks without blocking the execution of other operations — making apps faster and more responsive. Traditionally, developers used callbacks and later... read more  ( 5 min )

কোড অপটিমাইজেশন আর পারফরম্যান্স টিউনিং— নাম শুনলেই কেমন যেন একটা চ্যালেঞ্জিং ব্যাপার মনে হয়, তাই না? বিশেষ করে যখন একটা পুরনো প্রোজেক্ট হাতে আসে, যেখানে কোয়েরিগুলো স্লো আর কোডবেসটা কিছুটা এলোমেলো। এমন পরিস্থিতিতে পারফরম্যান্সকে ৪০% বাড়ানো বা দৈনিক ৫০০+ ট্রানজাকশন হ্যান্ডেল করার চ্যালেঞ্জটা আমি দারুণ উপভোগ করি। একটা প্রজেক্টে পারফরম্যান্সের চ্যালেঞ্জগুলো আমি মূলত কয়েকটি ধাপে সমাধান করি: ১. বটলনেক চিহ্নিত করা (Identify the Bottleneck): প্রথমে খুঁজে বের করি সমস্যাটা কোথায়। এটি হতে পারে স্লো ডেটাবেজ কোয়েরি, অতিরিক্ত মেমরি ব্যবহারকারী কোড, অথবা অপ্রয়োজনীয় API কল। ২. ডেটাবেজ অপটিমাইজেশন: বেশিরভাগ সময় পারফরম্যান্সের মূল সমস্যাটা ডেটাবেজেই থাকে। এক্ষেত্রে MySQL-এর স্লো কোয়েরিগুলো অপটিমাইজ করি, ইনডেক্সিং করি, এবং রিড-হেভি অপারেশনগুলোর জন্য Redis-এর মতো ক্যাশিং সলিউশন ব্যবহার করি। ৩. কোড রিফ্যাক্টরিং ও আর্কিটেকচারাল পরিবর্তন: এরপর অ্যাপ্লিকেশন লেভেলে আসি। PHP-এর Laravel-এ অপ্রয়োজনীয় লুপ বা ফাংশনগুলোকে রিফ্যাক্টর করি। এছাড়া, যে কাজগুলো অনেক সময় নেয় (যেমন রিপোর্ট তৈরি বা ইমেইল পাঠানো) সেগুলোকে Laravel Job Queue-এর মাধ্যমে অ্যাসিঙ্ক্রোনাসলি হ্যান্ডেল করি। ৪. ফ্রন্টএন্ড অপটিমাইজেশন: ফ্রন্টএন্ডেও (Vue.js) পারফরম্যান্স বাড়ানোর জন্য কাজ করি। JavaScript বান্ডেল অপটিমাইজ করা, কম্পোনেন্ট ক্যাশিং, এবং অপ্রয়োজনীয় রেন্ডারিং কমানোর মাধ্যমে ইউজার এক্সপেরিয়েন্স আরও স্মুথ করি। আপনারা এমন কোনো প্রজেক্টে কাজ করেছেন যেখানে পারফরম্যান্স নিয়ে বড় চ্যালেঞ্জ ছিল? কোন টেকনিকটা সবচেয়ে বেশি কাজে লেগেছে? কমেন্টে আপনার অভিজ্ঞতা শেয়ার করুন!  ( 5 min )

When building modern web applications, security is non-negotiable. Angular provides a strong foundation with built-in security features, but careless code or overlooked configurations can still leave your app vulnerable. In this article, we’ll walk through the most important Angular security best practices, complete with real-world examples to help you write safer applications. Prevent Cross-Site Scripting (XSS) The Threat XSS attacks happen when malicious scripts are injected into your application, often via user input fields. Angular’s Protection Angular automatically sanitizes HTML to prevent XSS. However, problems arise when using [innerHTML] or bypassing sanitization. ❌ Bad Example If userComment = "alert('Hacked!')", it could execute ma…  ( 7 min )

Embeddings bunch into a skinny cone, neighbors look the same for every query, recall craters. This is the classic space collapse that hides real semantics. No.5 Semantic ≠ Embedding No.6 Logic Collapse and Recovery Cosine similarity is high for almost everything, top-k lists barely change across different queries Near neighbors are dominated by boilerplate or global terms Recall\@k on a held out set drops after re-ingest or model swap IVF or HNSW shows busy lists with poor separation Sample about 5k vectors from your store Compute per dimension variance and PCA explained variance ratio up to 50 components Plot PC1 and PC2, then check the cone Rules of thumb Red flag if PC1 explained variance is above 0.70 or if the per dimension variance has Gini above 0.6 Also bad if the median cosine to …  ( 7 min )

This is a submission for the AI Agents Challenge powered by n8n and Bright Data The bot solves the problem of time-consuming manual research by automatically analyzing companies across 20+ metrics in five key categories: Business Metrics (market value, growth rate, profitability), Investment Profile (funding score, ROI potential, risk assessment), Innovation & Tech (innovation index, R&D investment), Team & Culture (leadership quality, employee satisfaction), and Market & Competition (market size, competitive advantage). What makes this solution unique is its ability to handle both startups and Fortune 500 companies with equal precision, automatically adjusting its analysis based on company maturity, public/private status, and available data points. Users simply send a company name to th…  ( 9 min )

Destiny: Rising Global Launch Developer Preview NetEase Games has unleashed a peek at Destiny: Rising, its brand-new third-person mobile sci-fi action RPG, in an engaging Global Launch Developer Preview video. After a closed beta test, the team’s crunched your feedback to revamp combat, character progression, that oh-so-smooth sliding mechanic and more. Circle your calendars: Destiny: Rising blasts off on August 28 for both iOS and Android—get ready to dive in! Watch on YouTube  ( 5 min )

Metal Gear Solid Delta: Snake Eater can feel like a booby-trap jungle, but this 18-minute IGN guide covers all the stealth basics—from alert phases and camouflage tricks to testing enemy sightlines and switching between standing, crouching or going prone. You’ll dive deep into CQC moves (chokes, grabs, interrogations, human shields) and learn when to go lethal or non-lethal, plus how to stalk silently and make guards your personal crash pads (“Freeze!”). On the ranged side, you’ll pick up tips for tranquilizer darts, early suppressor hunts and food distractions, then move on to blowing up storehouses for extra chaos. The video wraps up with must-have pickups (cardboard box, thermal goggles), body-hiding hacks, radio-destroying, peeking tricks, stamina management, patience and even save-scumming to keep that flawless zero-alert run intact. Watch on YouTube  ( 5 min )

The Devil is in the Details console announcement trailer drops you into a twisted Hell-themed gameshow where you’ll need sharp eyes and nerves of steel. Demons will distract, torment, or outright kill you while the Arbiter—your unpredictable guide—offers help…or not. Spot the anomalies in this survival horror spot-the-difference challenge, or suffer the consequences. Coming soon to PS5 and Xbox Series X/S on September 12, 2025, with the PC version already available for daring souls. Watch on YouTube  ( 5 min )

Master React State: When to Use useState vs useReducer (No More Confusion) Werliton Silva ・ Aug 21 #webdev #programming #react #beginners  ( 5 min )

LSTMs and GRUs: Taming the Vanishing Gradient Beast in Recurrent Neural Networks Imagine trying to remember a long, complex story. You wouldn't just remember the last sentence; you'd need to retain information from earlier parts to understand the narrative's flow. This is precisely the challenge Recurrent Neural Networks (RNNs) face. They're designed to process sequential data, but standard RNNs struggle to remember information from the distant past due to the infamous "vanishing gradient" problem. This is where Long Short-Term Memory networks (LSTMs) and Gated Recurrent Units (GRUs) come to the rescue. They're advanced RNN architectures specifically designed to overcome this limitation, unlocking powerful capabilities in various machine learning applications. Standard RNNs process seque…  ( 10 min )

MPV is an incredible open-source media player, but let’s face it—for newcomers, setting it up can feel overwhelming. Picking the right download source, finding the perfect zip file, figuring out how to extract a 7z file, and then hunting down plugins via Google or online forums? It’s a lot. That’s why I created mpv-build, a website that lets you build a custom MPV player right in your browser. No privacy worries here either—it doesn’t collect any of your info (mostly because I can’t afford a server!). You pick your UI, add features like yt-dlp for remote video playback, search for scripts, and download a ready-to-go zip file. Unzip it, and you’re done! mpv-build is all about making MPV accessible. It’s a browser-based tool that helps you craft a personalized MPV media player without the us…  ( 7 min )

A introdução massiva de Inteligência Artificial (IA) no desenvolvimento de software transformou o trabalho dos engenheiros. Ferramentas como GitHub Copilot, ChatGPT e CodeWhisperer aceleram a escrita de código, mas também levantam dúvidas: a IA gera código de baixa qualidade ou mesmo inseguro? Seria ela apenas uma mão de obra extra na construção de software, ou um novo vetor de ataques? Neste artigo, exploro como a IA pode ser tanto ameaça quanto aliada da segurança de software. Discuto riscos como falhas de validação de entrada e geração de vulnerabilidades, mas também trago aspectos de como a própria IA está sendo usada para reforçar a segurança (por exemplo, SAST baseado em IA, geração de casos de teste via fuzzing, etc.). For fim, busco conexões com ideias da filosofia grega clássica, …  ( 14 min )

A Arquitetura (EDA) é um padrão arquitetural onde componentes de software comunicam-se através da produção e consumo de eventos. Este paradigma promove baixo acoplamento, alta escalabilidade e responsividade em sistemas distribuídos modernos. Um evento é uma mudança significativa de estado em um sistema. Ele representa algo que aconteceu no passado e é imutável. Exemplos comuns incluem: Evento de Negócio: "Pedido foi criado", "Pagamento foi processado" Evento de Sistema: "Usuário fez login", "Arquivo foi carregado" Evento de Domínio: "Produto foi adicionado ao catálogo", "Estoque foi atualizado" Imutáveis: Uma vez criados, não podem ser alterados Timestamped: Possuem registro temporal de quando ocorreram Contextuais: Carregam informações relevantes sobre a mudança de estado Assíncronos: …  ( 7 min )

Neste post vou explicar da maneira mais burra e simplificada o que é Clean Architecture, pois é um tema meio complexo e cheio de variáveis. Logo, esse post é pra eu mesmo me relembrar de como são as coisas, mas isso talvez ajude voce também! Esse modelo de arquitetura de software, assim como os modelos de cebola e hexagonal buscam isolar as regras de negócio do mundo externo com camadas bem definadas. Isso faz com que a gente proteja o Core da nossa aplicação e não fique dependente de frameworks, bancos de dados, etc. O que precisa ter sempre em mente é que as dependencias são sempre de fora pra dentro!!!! Abaixo segue a famosa imagem de representação Estão no mais profundo Core da aplicação, aonde irão encapsular as regras do negocio ou a lógica central. Responsável por implementar de forma concreta as regras de negocio e manipular as entidades, e também a comunicação entre o Core da aplicação com a camada mais externa. É camada é responsável por adaptar os dados entre o mundo externo(UI, Web, etc) para dentro da logica de negócio Camada de dispositivos externos que vão interagir com a aplicação. Vale destacar que ela deve ser substituída sem que exista impacto nas camadas internas. Aqui mostra um resumo de dados que devem estar presentes em cada camada. Isso é uma regra, porém pode ser seguida. Fonte: Jose Carlos Macoratti Se liga ai mano, eu sempre ficava quebrando cabeça quando via um projeto novo e cada hora com um tipo de nome. A real é que não faz diferença nenhuma, o importante mesmo é a arquitetura do software, ou seja, a estrutura lógica.  ( 6 min )

Recently vibe coding has gotten a bad rap, with people comparing it to fast food-short term gratification that comes with long term consequences. However, what people don't realize is that AI agents aren't magic tools that can create fully functional backends without human insight and judgment. There is no "one shot" prompt you can give AI to create the exact product you are thinking of. This same logic applies when creating AI agents. Vibe coded or not, the more thought and structure you bring to the process, the more likely you are to get something that actually works. Add guardrails Break big tasks into smaller goals Validate aggressively Final Thoughts The reality is that AI agents can speed up development if used thoughtfully. They’re not replacements for design. Instead, they’re tools that amplify the quality of your inputs. Garbage in, garbage out still applies. By setting clear goals, defining constraints, and rigorously validating outputs, you can make agent based workflows even more powerful. The future of development isn't just replacing code with agents, but to allow developers to become conductors rather than builders when creating projects.  ( 6 min )

Today I'll show you how to set up a simple videoconferencing server. You can use it to call relatives or friends. The server is called Galene (github). It was originally developed during the pandemic at the University of Paris as a tool for online teaching. Over time, its functionality expanded, and now it's closer to Jitsi Meet in terms of features. Jitsi Meet is the most widely used open-source videoconferencing server. However, it is made up of many components, it is harder to install and needs much more powerful hardware to run. Galene, on the other hand, is written in Go in a minimalist style, and is essentially a single binary file that you can just run on a budget VPS (yes, you'll also need certificates and a couple of configuration files). According to the developers, it can even b…  ( 9 min )

Envelop and love letter made it by me.  ( 5 min )

Return to Silent Hill marks Christophe Gans’s return to the director’s chair for a 2026 sequel to his 2006 cult classic, this time adapting Konami’s legendary Silent Hill 2. Jeremy Irvine takes on the role of James, alongside Hannah Emily Anderson, as they dive back into the fog-shrouded town. After receiving a mysterious letter from his long-lost love Mary, James is drawn into a nightmare of twisted creatures and mind-bending horrors. As he searches for answers, he’ll confront chilling secrets that threaten to shatter his grip on reality. Watch on YouTube  ( 5 min )

Daily JavaScript Challenge: Unique Anagrams Generator Hey fellow developers! 👋 Welcome to today's JavaScript coding challenge. Let's keep those programming skills sharp! Difficulty: Medium Topic: String Manipulation Write a function that takes a string as input and returns all unique anagrams of that string. An anagram is a rearrangement of the characters of the string to form a new word or phrase. The function should return an array of strings containing each unique anagram. https://www.dpcdev.com/ Fork this challenge Write your solution Test it against the provided test cases Share your approach in the comments below! Check out the documentation about this topic here: https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Keyed_collections How did you approach this problem? Did you find any interesting edge cases? What was your biggest learning from this challenge? Let's learn together! Drop your thoughts and questions in the comments below. 👇 This is part of our Daily JavaScript Challenge series. Follow me for daily programming challenges and let's grow together! 🚀 javascript #programming #coding #dailycodingchallenge #webdev  ( 23 min )

Introduction In modern web development, creating a site that ranks well on search engines and is accessible to all users is a technical necessity. One of the simplest yet most powerful tools available to developers is semantic HTML. Semantic HTML involves using tags that carry meaning—such as , , and —instead of generic and elements. This guide explains how semantic HTML improves SEO (Search Engine Optimization) and accessibility. You’ll see practical coding examples, before/after comparisons, best practices, testing methods, and real-world implementation tips. By the end, you’ll understand how to implement semantic markup correctly and why it matters for both users and search engines. Semantic HTML refers to the practice of using HTML elements that des…  ( 8 min )

Huawei is set to announce the Mate XTs, its second tri-fold smartphone, by next week in China. According to its post on Chinese social media platform Weibo, the successor to last year’s model is set to debut on 4 September at 2:30pm. Separately, Huawei Consumer Business Group CEO Richard Yu also shared a short teaser […] The post Huawei Mate XTs To Be Unveiled In China Next Week appeared first on Lowyat.NET.  ( 34 min )

Modular laptops with upgradable GPUs have been a thing for more than a decade at this point, but that trend lost momentum in the last handful of years, until now. Framework, the company that came on to the scene with its modular laptop designs, is keeping a promise it made years ago and delivering a […] The post Framework To Launch New Laptop 16 With Upgradable RTX 5070 Module appeared first on Lowyat.NET.  ( 35 min )

Stellantis ASEAN MD Isaac Yeo in a recent interview with Paultan.org confirmed the re-entry of Jeep and Alfa Romeo to the Malaysian market.  However, he also added that both the brands will not be dealt with by Stellantis directly but by different entities. The purpose of this is because, at the moment, Stellantis are focusing […] The post Jeep And Alfa Romeo To Re-Enter Malaysian Market appeared first on Lowyat.NET.  ( 34 min )

It was previously reported that Samsung was dipping its toes in the mixed-reality market with its very own headset codenamed Project Moohan. For the longest time, it was rumoured that the upcoming mixed reality (MR) headset was slated for a 29 September release, but now an additional report claims that the head-mounted device will launch […] The post Samsung’s MR Headset Rumoured To Launch On 29 September appeared first on Lowyat.NET.  ( 34 min )

Last year, Singaporean brand PRISM+ launched the Luna smart air conditioner into the Malaysian market. More recently, the company has announced a Classic version, which does without all of its smart features. At the same time, the company also announced what it calls PRISM+ Care. This is a servicing subscription plan, but naturally it’s only […] The post PRISM+ Launches Servicing Subscription PRISM+ Care; From RM69 Per Quarter appeared first on Lowyat.NET.  ( 33 min )

Hasselblad has officially unveiled the X2D II 100C, the successor to its first 100MP medium-format mirrorless camera. While the new model retains the same resolution as its predecessor, it introduces a series of major upgrades that address key shortcomings while pushing image quality and handling further. X2D II 100C packs an updated 100MP backside-illuminated CMOS […] The post Hasselblad X2D II 100C Launches; Priced At RM36,000 Via Local Retailer appeared first on Lowyat.NET.  ( 35 min )

The Ministry of Transport Malaysia received a fleet of electric vehicles (EVs) from PRO-NET, the distributor of Proton eMAS and smart Malaysia vehicles. This event took place today (26 August) at the MOT headquarters in Putrajaya. The purpose of the event is to give government stakeholders a chance to experience the EVs first-hand and explore […] The post PRO-NET Provides MOT With A Fleet Of EVs appeared first on Lowyat.NET.  ( 33 min )

Airwallex has said that it plans on launching a new multi-currency wallet by the end of the year. Adding on that, it will also be launching a new prepaid card alongside the wallet at the end of the year. The new card features a slick black design, both at the front and back, with an […] The post Airwallex To Launch Multi-Currency Wallet, New Prepaid Card By End Of Year appeared first on Lowyat.NET.  ( 34 min )

Back in June, OPPO released the A5i for the local market. Now, The A5i Pro has made its way here as well, joining the vanilla version as part of the brand’s budget-friendly lineup. Compared to the regular model, the Pro variant comes with a few upgrades in terms of battery and camera. The OPPO A5i […] The post OPPO A5i Pro Now Available In Malaysia For RM799 appeared first on Lowyat.NET.  ( 33 min )

Razer has officially announced its Kraken Kitty V3 headphone line, the gaming peripheral brand’s latest offering in the headset space. It is available in two variants, the lightweight and budget-friendly Kraken Kitty V3 X and the Bluetooth-powered V3 Pro. The Kraken Kitty V3 X is equipped with the TriForce 40mm drivers for a “balanced and […] The post Razer Announces Kraken Kitty V3 Headsets; Starts From RM299 appeared first on Lowyat.NET.  ( 34 min )

Earlier in the month, we saw that Google Translate is getting its own language learning tools a la Duolingo. This week, the company is “rolling out this beta experience more broadly”. Considering its beta status, it’s not exactly widely available, and supported languages are extremely limited. Accessing the feature means hitting the Practice button in […] The post Google Translate Language Learning Tools Now In Limited Beta appeared first on Lowyat.NET.  ( 34 min )

Photos of the Leapmotor B05 have surfaced on online platforms, revealing a closer look at the hatchback. The EV is expected to make its appearance at the Munich Auto Show this September before going on sale in November 2025. The leak revealed the rear of the car, which seems to have similar design elements as […] The post Leapmotor B05 Hatchback EV Spotted Ahead of Debut at Munich Auto Show appeared first on Lowyat.NET.  ( 34 min )

Alibaba Group has announced its newest open-source AI model, Wan2.2-S2V (Speech-to-Video). According to the company, this new model allows the user to convert portrait photos into expressive “film-quality” avatars that can speak, sing, and perform. Wan2.2-S2V is part of the Wan2.2 video generation series and uses a single image and an audio clip to produce […] The post Alibaba Unveils Wan2.2-S2V Video Generation AI Model appeared first on Lowyat.NET.  ( 33 min )

For better or worse, the Android mobile platform had allowed users to install just about anything onto it. Google may have decided that it has done more harm than good over the years. So starting next year, the internet search giant will be blocking the sideloading of unverified Android apps. Essentially, devs will have to […] The post Google Will Block Unverified Android App Sideloads Next Year appeared first on Lowyat.NET.  ( 33 min )

We’re already more than halfway through 2025 and believe it or not, the Lenovo Legion Pro 7i 2025 is actually one of my very first gaming laptops with an NVIDIA GeForce RTX 50 Series GPU to arrive in my lab. As with all Lenovo Legion laptops, this model features a solid aluminium chassis, an OLED […] The post Lenovo Legion Pro 7i 2025 Review: Pricey, Opulent, But Still Powerful appeared first on Lowyat.NET.  ( 43 min )

The last thing you can expect from your music or podcast player is for it to be turned into a social app. But that’s exactly what’s happening to Spotify with its new messaging feature. Announced via press release, the app will be introducing the ability to DM friends while listening to music. Through this function, […] The post Spotify Introduces New In-App Messaging Feature appeared first on Lowyat.NET.  ( 34 min )

Earlier this year, Google introduced native image editing capabilities to its Gemini AI app. Now, the company has upgraded the feature with a new model from Google DeepMind, which serves to provide the user with more creative control. The main focus of this update is consistency. Typically, AI models struggle with maintaining the likeness of […] The post Google Upgrades Gemini Image Editing With New DeepMind Model appeared first on Lowyat.NET.  ( 34 min )

With the arrival of the vivo V60, a new era of portrait photography has finally begun! Packed with ZEISS’ premier camera array, a brilliant nature-inspired design, robust hardware, and versatile AI photography, this device has all the hallmarks of the industry benchmark for mid-range handhelds! However, that is only the tip of the iceberg. If […] The post vivo V60: The New Standard Of Professional Portrait Photography appeared first on Lowyat.NET.  ( 39 min )

Apple has officially confirmed that its annual fall event will take place on 10 September 2025 at 1am local time. The launch will be held at the Steve Jobs Theater in Cupertino, with the company teasing the occasion under the tagline “awe dropping.” Like before, those not attending in person can still catch it via […] The post Apple Confirms “Awe Dropping” Event Happening On 10 September 2025 appeared first on Lowyat.NET.  ( 34 min )

When Jitender was a child in New Delhi, both his parents worked as manual scavengers—a job that involved clearing the city’s sewers of solid waste by hand. Now, he is among almost 200 contractors involved in the Delhi government’s effort to shift from this manual process to safer mechanical methods. Although it has been outlawed…  ( 18 min )

When I picked up my daughter from summer camp, we settled in for an eight-hour drive through the Appalachian mountains, heading from North Carolina to her grandparents’ home in Kentucky. With little to no cell service for much of the drive, we enjoyed the rare opportunity to have a long, thoughtful conversation, uninterrupted by devices.…  ( 20 min )

Earlier this year, the $800 million Vera Rubin Observatory commenced its decade-long quest to create an extremely detailed time-lapse movie of the universe. Rubin is capable of capturing many more stars than any other astronomical observatory ever built; it also sees many more satellites. Up to 40% of images captured by the observatory within its…  ( 20 min )

Overthink This is a podcast in which two very smart people (who happen to be young and hilarious professors of philosophy) draw unexpected philosophical connections between facets of modern life. Ellie Anderson and David Peña-Guzmán have done hour-long episodes on everything from mommy issues to animal justice, with particularly sharp segments on tech-adjacent issues like…  ( 17 min )

Base’s 70% NFT trading volume surge to $47 million in the last 30 days puts it above competitors like Immutable and Solana.

The “White Whale” increased his social media pressure campaign to $2.5 million after claiming that MEXC requested an in-person KYC verification in Malaysia.

Low Taker-Buy-Sell-Ratio, declining network activity and other bearish factors could pull BTC price below its critical support at $110,000.

From corner shops to big retailers, Venezuelans are embracing stablecoins as inflation soars and the bolívar loses over 70% of its value.

Quantum computing could enable the reverse engineering of private keys from publicly exposed ones, putting the security of Bitcoin holders at risk.

Bitwise became the first to file for an exchange-traded fund tracking the price of Chainlink as issuers continue to bid for funds tracking altcoins.

Webull has rolled out crypto services in Australia after re-launching its offering in the US this week and expects to expand into more regions in the coming months.

Prosecutors appealed the sentences given to HashFlare founders Sergei Potapenko and Ivan Turõgin, after arguing the pair should get 10 years in prison.

Analyst James Check argued Bitcoin has seen three market cycles driven by adoption trends rather than halving events as widely believed.

Over a quarter of Brits said they’d add crypto to their retirement portfolios, while 23% would even withdraw existing pension funds to invest in the space.

KindlyMD shares have dropped after it filed for a $5 billion equity offering program to fund its Bitcoin treasury strategy.

Kristin Johnson, the CFTC's last remaining Democrat commissioner, confirmed she'd leave the regulator on Wednesday, Sept. 3.

Analyst Eric Balchunas says exchange-traded funds must have a futures product live for at least six months, which Canary doesn't have for its TRUMP fund.

Iran crypto flows dropped 11% so far this year to July, amid conflict with Israel, a $90 million hack on local crypto exchange Nobitex and Tether freezing 42 wallets.

The sales' timing and amount will be determined by a variety of factors, including market prices, the company said.  ( 25 min )

Lobbyists and firms such as Coinbase, Kraken and Ripple told key senators the sector can't support a market structure bill without software developer protection.  ( 29 min )

Token tests $3.08 resistance on heavy flows before consolidating near the $3.00 psychological mark.  ( 29 min )

Ethereum’s outperformance over Bitcoin is being reinforced by institutional flows, new altcoin narratives, and rising market odds of a $5K test, with macro data now set to challenge that conviction.  ( 29 min )

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We just released a full course on the freeCodeCamp.org YouTube channel to help you prepare for the Google Cloud Professional Cloud Architect (GCP-PCA) certification exam. The Professional Cloud Architect certification is one of Google Cloud’s top cre...  ( 3 min )

We just published a new course on the freeCodeCamp.org YouTube channel that mixes computer vision, deep learning, and Arduino into some really fun projects. In this course, you’ll build two hands-on applications using MediaPipe and OpenCV. The first ...  ( 3 min )

In software development, building maintainable, scalable, and robust code is the ultimate goal. The SOLID principles, proposed by Robert C. Martin (also known as Uncle Bob), provide a foundation for achieving this goal. How can these principles be applied to the Go programming language? Known for its simplicity and pragmatism, Go allows us to explore how its idiomatic style aligns with SOLID principles to produce clean and efficient software. “A class should have only one reason to change.” In Go, SRP translates into designing functions, structs, and packages with a single responsibility. This ensures that the code is easier to understand, test, and maintain. Violating SRP: func (us *UserService) RegisterUser(username, password string) error { // Save user to database // Send confirmat…  ( 8 min )

Can I Let AI Work While I Drink Coffee? A Hard-Learned Lesson "Can I let AI work while I drink coffee?" That was the question I asked myself recently. The dream is simple: AI takes care of the heavy lifting, while I sit back and enjoy a latte. The reality, as I found out, is far more complicated. I was working on a microservice that had to call downstream legacy systems. Downstream system A only supported SOAP 1.1. Downstream system B only supported SOAP 1.2. When I ran the service, I got a nasty 500 Internal Server Error. So I turned to AI for help. AI quickly generated three suggestions and was about to try them one by one: Change the payload value from 20000 to 20000.00. Add a non-mandatory field into the payload. Switch the client to use the correct SOAP 1.2 class ins…  ( 6 min )

Clean Up Your React Code: How the Object Lookup Pattern Replaces Endless Ifs Werliton Silva ・ Aug 19 #webdev #react #beginners #programming  ( 5 min )

Picking a single LLM provider can feel like settling down on the first date. New models are released, user preferences change, prices move, rate limits are hit, and latency spikes appear at the worst moments. If your app depends on fast Time‑To‑First‑Token and predictable throughput, brand loyalty won’t save you when an outage occurs or an inference provider decides to lower model latency or decrease dedicated compute for a model. This post argues for model polyamory—by design. Instead of binding your app to one endpoint, put a router in front and treat providers as interchangeable parts. I use OpenRouter to fan out across multiple providers, handle retries and failures automatically, and let price and performance compete in real time. The result is fewer incidents, smoother latency, and t…  ( 7 min )

It's everywhere, it's eating up every other dev topic debate: learn to dev with AI or you'll be replaced. As a dev, I can't help but feel threatened by these claims. Way more than I should. I mean, I love hacking around with the new cool toy as much as anybody. I use code assistants all day long, from Cursor tab to RefactAI. I felt so clever when I automated ticket creation with Jira MCP with full codebase and commit history knowledge. I felt not so clever when my "instant" refactoring took me a full day to review and rewrite to fix "just that little bug". I love automating my work as much as the next dev, but I also love to measure the results of automation. So when big names come up with dull articles about the "4 levels of dev with AI" which is that close to "top 5 agents to pop up a un…  ( 10 min )

Continuous AI: A Simple Introduction Olabode Lawal-Shittabey ・ Aug 26 #ai #softwaredevelopment #llm #softwareengineering  ( 5 min )

Introduction Scalability and high availability are crucial for modern web applications. In my recent project, I learned how to distribute incoming traffic across multiple EC2 instances using AWS Elastic Load Balancing (ELB). In this guide, I'll walk you through the process of setting up an Application Load Balancer (ALB) that routes traffic to Ubuntu servers running Nginx. Prerequisites Before we begin, make sure you have: An active AWS account At least two EC2 instances running web server software (I used Nginx on Ubuntu) Basic understanding of AWS VPC and security groups Step 1: Understanding Load Balancer Types AWS offers three types of load balancers: Application Load Balancer (ALB) - Best for HTTP/HTTPS traffic with advanced routing capabilities Network Load Balancer (NLB) - Ultra-hi…  ( 8 min )

Introduction I've been hanging out in the AWS ecosystem for a while, and one of the things I've enjoyed is how Bedrock Knowledge Bases give you a relatively turnkey way to stand up RAG pipelines without duct taping half a dozen services together. The catch has always been vector storage. Until now, your out-of-the-box choices were either OpenSearch (simple but pricey) or Aurora Serverless (flexible but configuration-heavy, even if it scales to zero). In July '25, AWS dropped something new into preview: Amazon S3 Vectors. It's a native vector store designed to be dirt cheap (AWS claims up to 90% lower cost than other options) at the expense of some performance. Latencies are higher, but for many workloads, and especially experimentation or pre-production it should be "good enough." Right …  ( 11 min )

Once upon a time, there was a developer named Tchaca. He was a chill guy, wrote mostly clean code, and had a soft spot for strong coffee and React components. But there was one thing that haunted our hero: endless conditionals. Picture a component that renders different types of cards depending on the user type. Tchaca used to write something like this: if (user.type === 'admin') { return ; } else if (user.type === 'guest') { return ; } else if (user.type === 'subscriber') { return ; } else { return ; } It looked innocent enough. But over time, the component turned into a monster of if-else, switch-case, and developer tears. Until one stormy night filled with tense deploys, Tchaca discovered the Table-Driven Method. It’s a…  ( 8 min )

Hosting your own Minecraft server is one of the best ways to enjoy the game with friends, explore custom worlds, or add plugins that make the experience unique. In this guide, we’ll walk through how to set up a fully functional Minecraft server on Amazon Web Services (AWS) using EC2. By the end, you’ll have a server that starts automatically, uses a static IP so players can always connect, and can be customized with plugins or new worlds, all while keeping costs under control. Log in to AWS Management Console. Choose a region: In the top-right corner, select the AWS region closest to your players. Example: If most players are on the US West Coast, select one of the us-west regions. Open the EC2 service: Search for EC2 in the console search bar and open the dashboard. Launch a new instanc…  ( 11 min )

Captured drops you in an endless, ever-shifting hallway inside your own home, armed only with a camera and a sharp memory. Your mission? Spot and tag anomalies—strange lighting, missing rooms, odd objects or water—before the darkness closes in and you become the hunted. Already live on PC, Captured arrives on PlayStation 5 on September 12, 2025, and on Xbox Series X/S on October 7, 2025. Think you’ve got the nerve (and the focus) to break the cycle? Watch on YouTube  ( 5 min )

Onimusha: Way of the Sword’s event demo teases a 10-minute slice of Capcom’s action-packed sequel, dropping you into Kiyomizu’s temple to slice through hordes of enemies, scale a high platform and clash with the fearsome boss Sasaki Ganryu. Slated for 2026 on PS5, Xbox Series X|S and PC (Steam), this melee-focused adventure promises plenty more samurai sword mayhem. Watch on YouTube  ( 5 min )

Stell dir vor, du suchst nach "React Performance optimieren" und bekommst nicht 10 blaue Links, sondern direkt die Antwort: "Verwende React.memo für funktionale Komponenten, implementiere Code-Splitting und optimiere deine Bundle-Größe." Genau so funktioniert die Zukunft der Suche – und als Entwickler solltest du deine Webseite darauf vorbereiten. Als ich vor ein paar Monaten bemerkt habe, wie sich das Suchverhalten meiner Kunden verändert hat, wurde mir klar: Die Zeit der reinen Keyword-Optimierung ist vorbei. Menschen stellen heute konkrete Fragen und erwarten präzise Antworten. Deshalb habe ich meine Webseite mit einer Answer Optimisation Engine (AOE) ausgestattet – und die Ergebnisse haben mich selbst überrascht. Der entscheidende Unterschied zur klassischen SEO liegt im Fokus. Während…  ( 7 min )

J’aime bien les youtubeurs ! Non mais vraiment, j’aime bien les youtubeurs ! Grafikart ! J’en aime plein d’autres, hein. Mais là, là… j’en peux plus… Vraiment, j’en peux plus ! Tu ne peux plus allumer YouTube sans tomber sur des millions de trucs du genre : Avec Chat GPT-55 : Fais-toi des alertes dans ton Notion quand ton chien veut sortir ! En bêta : Jean-Claude IX - L’upgrade frenchy de Claude IV ! Fine-Tune ton MB7 pour ramasser de la thune en automatique avec des partenariats YouTube Comment j’ai construit un dataset de ouf en 4 min sur les vannes belges… Non mais sérieux ?! Oooooooh ! D’abord, faudrait que t’amènes deux nuances très très importantes : Entre : ✅ Tenter des trucs par toi-même avec l’API de géolocalisation puis demander à une IA : "J’ai un message d’erreur…" Ou : ❌ "Écri…  ( 8 min )

Le secret ? Des prompts ultra-précis : plus tu donnes de détails (niveau, format, exemples, ton), plus l’IA te livre des réponses sur mesure, rapides et exploitables— comme un chef qui transforme tes idées en plat étoilé sans que tu aies à lever le petit doigt. T'as ABSOLUMENT 😱 besoin de savoir quand ta consommation de café dépasse tes apports en protéines et tu voudrais : ✅ recevoir automatiquement une alerte sur ton tel ; ✅ l'indiquer dans ton Notion ; ✅ --> mail en urgence à ton neurologue et SMS auto toutes les 2 minutes s'il te rappelle pas dans les 2h ; ✅ bloquer immédiatement ton abo chez Basic-Fit ; 🧪 et... en advanced feature pourquoi pas ?! l'intégrer à ton workflow GitHub pour qu'il redouble de vigilance sur la qualité de tes PR... P'tit malin, va ! T'as pensé à un prompt ave…  ( 12 min )

Hey there, creators, dreamers, and digital trailblazers! 🎉 Lesson 1: WordPress Dreams Can Turn Into Nightmares 😱 Lesson 2: Big Promises, Bigger Disappointments 💸 Lesson 3: AI Changed Everything (and Saved My Sanity) 🤖 The Result: Postly.ai became sleek, user-friendly, and scalable. I carried the same mindset over to HeyOnu.com. Between both products, I’ve published nearly 400 blog posts (and counting). Lesson 4: Excellence Is Your Secret Weapon When Cash Is Tight 💪 👉 Takeaway: Excellence compounds. No ad budget? Then let your product, website, and words be your best salespeople. Lesson 5: SEO Is a Game You Can Win 📈 How We Compare: CTR Insights: 👉 Takeaway: SEO isn’t magic - it’s consistent code optimization, metadata discipline, and fresh, relevant content. Bonus: A Peek at Our SEO Setup 🧑‍💻 Examples: This keeps the site fast, crawlable, and always SEO-ready. Final Lesson: Keep Building, Keep Learning 🛠️ Happy building, and may your bugs be few! Paul, Postly Founder  ( 8 min )

Une roadmap simplifiée et organisée pour apprendre JavaScript, TypeScript, Node.js et React, avec des étapes claires, des priorités et des indicateurs de difficulté, idéale pour les débutants ou ceux qui reprennent après une pause. Tu veux apprendre JS, TypeScript, Node, React et tout le reste, mais t’es un peu perdu·e ? [ ] Tu es full débutant·e (ici, t’es le/la bienvenu·e, il faut bien commencer quelque part…) [ ] Tu reviens dans le game après une pause ? [ ] Tu sautes d’un tuto à l’autre sans en voir le bout ? Arrête tout, respire... Y a rien de sorcier, Harry ! Juste besoin d’un peu d’organisation. J’ai préparé pour toi une checklist ultra-simple, dans l’ordre, avec des émojis mimi pour te motiver. 👉 À la fin, tu seras fullstack sans même t’en rendre compte ! Partage, like, fais le f…  ( 9 min )

Cet article explique comment valider une locale (comme fr-FR ou en-US) en 2 secondes pour éviter les erreurs d'affichage ou les crashes, en utilisant Intl.DateTimeFormat qui lève une erreur si la locale est invalide. Tu veux tester une locale parce que t’as peur que ton utilisateur ait déclaré mi-MI pour du Minion ou tlh-QAAK pour du Klingon ? Imagine : ton utilisateur sélectionne une locale inexistante (xyz-XYZ), et soudain : Ton frontend affiche des undefined partout. Ton backend crash avec un RangeError: invalid language tag. Avec ce snippet, tu évites ça en 2 lignes. 🇫🇷 Une locale, c’est quoi ? Les codes comme fr-FR ou en-US suivent la norme IETF BCP 47. Ils se composent de : 2 lettres pour la langue (fr, en… selon ISO 639-1). 2 lettres pour le pays (FR, US… selon IS…  ( 6 min )

@main def hello: Unit = List( "Hello world 👋", "Next time, let’s rewrite this as a typeclass. 😉" ).foreach(println)  ( 5 min )

Más allá de la aplicación web tradicional Como desarrollador con décadas de experiencia, he sido testigo y protagonista de la evolución de la web: desde los monolitos renderizados en servidor, pasando por la revolución de las SPAs (Single-Page Applications) con AJAX, hasta el auge de los frameworks de componentes como React. Cada etapa trajo consigo nuevos patrones de diseño, desafíos de rendimiento y abstracciones. Hoy, nos encontramos en el umbral de una transformación de similar magnitud: la era de las aplicaciones de IA nativas. Este capítulo no pretende enseñarte a programar (seguramente no sería un buen ejemplo a seguir). Su objetivo es investigar un nuevo modelo mental arquitectónico. Las aplicaciones que integraremos con Inteligencia Artificial Generativa no son simplemente aplic…  ( 11 min )

I learned how to build a pyramid generator with Javascript a little bit back, and I'm continuing to master Javascript by learning how to build an RPG game from scratch! Coding in multiple languages opens so many avenues.  ( 5 min )

Large multimodal models like Google Gemma 3 and Claude Opus 4 can now reason over text and images. But if you've looked at the docs, it's easy to get lost in agents, tools, and structured outputs before you even get to "Hello, World." This post is the short version—how to pass an image (or URL) into a PydanticAI agent in just a few lines. This is the newer, simplified guide from PydanticAI's updated version. For the original comprehensive version with structured outputs, agents, and testing, see my complete PydanticAI guide All the code is available on GitHub. Setup If you don't already have uv, install it first (it's a fast Python package manager): curl -LsSf https://astral.sh/uv/install.sh | sh Then install PydanticAI and dependencies: uv add pydantic-ai python-dotenv You'll also nee…  ( 6 min )

What is Docker Docker is an open source platform that enables developers and engineers to build, deploy, run and manage containers. Containers are standardized, executable components that combine application source code, together with the operating System libraries and dependencies required to run that code in any environment. containers enable multiple application components to share the resources of a single instance of the host Operating System. Consistency: Docker deals with the infamous headache of "It works on my machine" problem. This problem occurs when an application works on the developers laptop, but when the application is deployed in to a server or the cloud, something breaks. Docker helps to package everything the app need into a container Image. That container image wil…  ( 8 min )

Just update my glow library to v2, switched from particles to a highly performant skia gpu shader. example gallery, presets, and builder: reactnativeglow.com code: https://github.com/realimposter/react-native-animated-glow  ( 5 min )

Today I’m glad to share that I have successfully completed the main technical track of the Cybersecurity Academy scholarship offered by the National Telecommunication Institute (NTI) National Telecommunication Institute - المعهد القومي للاتصالات Throughout this journey, I was introduced to and practiced several essential areas in cybersecurity, including: Network & Network Security Introduction to Cybersecurity Threats (including NIST Cybersecurity Framework) Vulnerability Assessment (categorization, methodologies, Nessus & OpenVAS) Web Application Vulnerability Scanning (OWASP Top 10, OWASP ZAP, Burp Suite) WordPress Security Hardening (Linux basics, architecture, vulnerabilities, mitigations, brute force attacks) Basic Penetration Testing Concepts Cloud Security Auditing (fundamentals, threat analysis, tools such as ScoutSuite & Prowler, and hands-on auditing) Log Analysis & Threat Hunting Cybersecurity Awareness Campaigns This program gave me solid foundational knowledge in both defensive and offensive security aspects, and I’m really grateful for the opportunity to learn and practice these skills. 📌 There are still two upcoming sessions focusing on freelancing opportunities in the cybersecurity field, which I’m excited to attend. Looking forward to applying what I’ve learned in real-world scenarios and continuing my journey towards becoming a Red Teamer.  ( 6 min )

I recently tested out a few AI code generation tools. At first, I was impressed—they really do save time on boilerplate and repetitive tasks. But after using them for a week, I noticed something strange: I was writing less code… but also thinking less deeply about how my systems were structured. It made me wonder: If AI takes over too much of the “grunt work,” will developers risk losing their edge in problem-solving and creativity? Do you see AI as a tool to enhance developer skills, or is there a danger of it making us too dependent?  ( 5 min )

GitHub Home I still vividly remember that Friday midnight. I, a man in my forties who should have been at home enjoying the weekend, was instead in a cold server room, the hum of fans buzzing in my ears, and a stream of error logs scrolling endlessly on the terminal before me. What was supposed to be a "simple" version update had turned into a disaster. The service wouldn't start, the rollback script failed, and on the other end of the phone was the furious roar of a client. At that moment, staring at the screen, I had only one thought: "There has to be a better way." We old-timers grew up in an era when the term "maintenance window" was a fact of life. We were used to pausing services in the dead of night, replacing files, and then praying that everything would go smoothly. Deployment was…  ( 11 min )

Many think IaC (Infrastructure as Code) is only for AWS, Azure, or other cloud platforms. I built a solution that lets you start with Terraform + Ansible using only VirtualBox locally: 🔹 Terraform → provisions the environment Vagrant → manages VM lifecycle VirtualBox → runs the virtual machine Ansible (inside WSL) → configures the VM (installs & starts Nginx) GitHub Actions → orchestrates the entire workflow (CI/CD style) 📌 The outcome: This approach is perfect for learning, testing, and practicing DevOps pipelines without spending on cloud resources. The goal is to automate the deployment of a local infrastructure (a VirtualBox VM) and configure it with Ansible to run Nginx — all orchestrated via IaC tools and CI/CD. VirtualBox → virtualization software to host the VM Vagrant → manages …  ( 7 min )

Of course. Based on the development plan, here is a detailed prompt you can use with an AI-powered IDE like Cursor to generate the initial codebase for your blog syndication application. This prompt is designed to be comprehensive, providing the AI with the necessary context, technology stack, and feature requirements to build the Minimum Viable Product (MVP). "You are an expert full-stack software developer. Your task is to generate the initial codebase for a blog syndication application based on the following detailed plan. Project Goal: Technology Stack: Backend: Node.js with Express.js Frontend: React with Vite UI Components: shadcn/ui Database: PostgreSQL Styling: Tailwind CSS File Structure: /server: For the Node.js/Express.js backend. /client: For the React frontend. Backend (/serve…  ( 7 min )

If you've ever finished a task at the very last minute, despite having more than enough time, you've already experienced Parkinson's Law. It's the idea that "work expands to fill the time available for its completion." Cyril Northcote Parkinson first described the concept in Economist in 1955, and it has since become a well-cited principle in productivity studies. If you give yourself a week to do a task, you'll take a week. If you give yourself four months, you'll still find a way to make it last four months. And in software engineering, where deadlines, sprints, and priorities shift constantly, this principle shows up everywhere. At one company, we started working on an API feature that should have taken two or three weeks (at most). Straightforward stuff, wire up a couple of endpoints, …  ( 8 min )

Go automatically manages memory with the heap and a concurrent mark-and-sweep garbage collector. Escape analysis decides whether variables live on the stack or heap. GC uses a tricolor abstraction (white, gray, black) to track objects. Runs concurrently with goroutines using write barriers to stay consistent. You can tune performance with GOGC, GOMEMLIMIT, and SetMemoryLimit. Result: less manual memory management, better scalability, and predictable performance. 🚀 Exploring Heap Memory and Garbage Collection in Go Memory management is a critical part of building scalable applications. Go takes care of this for developers by automatically allocating memory on the heap and reclaiming unused objects through its garbage collector (GC). Unlike many other languages, Go’s GC is concurrent, non-…  ( 6 min )

Play Dirty is an adrenaline-fueled heist thriller from director Shane Black, with Mark Wahlberg as slick thief Parker, LaKeith Stanfield as his right-hand man Grofield, and Rosa Salazar as the tech-savvy Zen. When their biggest score ever pits them against the ruthless New York mob, this ragtag crew pulls off a gritty, clever caper you won’t want to miss. Based on Richard Stark’s Parker novels and penned by Black along with Charles Mondry and Anthony Bagarozzi, the film also stars Keegan-Michael Key, Chukwudi Iwuji, Nat Wolff, Thomas Jane, and Tony Shalhoub. Executive producers include Robert Downey Jr. and Susan Downey. Play Dirty hits Prime Video on October 1, 2025. Watch on YouTube  ( 5 min )

26th Aug 2k25, potd : easy one based on arrays just had to find the max area of rec with longest diag did some js : covered how we can chnage css of a doc using js with the help of .style, .setAttribute,.className ,.classList,.cssText etc. Also learned about events how clicking a btn is a event,the btn is called event target then how when someone clicks the btn a function is called and the it executes . Syntax .addEventListner("event-action(click,scroll)",function()); Trying to take small steps everyday and maintain consistency.Hope I do better tmr. Good Night  ( 5 min )

When working with Go, performance is often a key consideration. Whether you’re building a small CLI tool or a large-scale backend service, understanding how your code consumes CPU, memory, and other resources is essential. In this post, we’ll walk through Go’s built-in profiling tools, how to use them, and how to interpret their results. 🚀 What is Profiling in Go? Profiling is the process of analyzing the runtime behavior of your Go program to identify: Where the program spends most of its time Which functions are the most expensive in terms of CPU or memory How resources like goroutines and mutexes are being used This insight helps developers optimize performance and reduce bottlenecks. 🛠️ Go’s Built-in Profiling Tools Go comes with powerful profiling utilities in the standard library, …  ( 7 min )

The Signals that were Developer Preview in Angular v17 are now stable 🙂‍↕️ These include the view/content queries (viewChild, viewChildren, contentChild, contentChildren) and also output. https://lnkd.in/dN_kPEhu What’s new in Angular 19? 🎗 linkedSignal() Remember computed() signals? linkedSignal() works similarly, but it’s writable. It derives its value from another signal You can also manually update it anytime you want Example: const count = linkedSignal(() => list().length); The next three signals are designed for reactive handling of async data, providing signals for loading, error, and value states. 🎗 resource() A reactive API for managing async data (HTTP calls, loading, etc). Provides loading, error, and value states as Signals Supports reload and abort unnecessary operations (abortSignal) Usage: things.value(); 🎗 httpResource() A specialized version of resource() for HTTP requests using Angular HttpClient. const things = httpResource({ Access states the same way: things.value(); 🎗 rxResource() For when you want to keep using RxJS Observables within Signals. things.value(); 🐧 Quick comparison resource() → base API, you can build any resource (not just HTTP) httpResource() → ready-to-use specialization for HTTP requests using Angular HttpClient rxResource() → specialization for RxJS Observables to work seamlessly in the Signals ecosystem ⚠️ All these new Signals in Angular 19 are Developer Preview. And that’s it! https://lnkd.in/dvFG2P3d  ( 6 min )

i love semantic html because it's self explanatory. Ready to learn. anyone who's in?  ( 5 min )

She just turned 18, officially of age… now she’s grown 💪🏻 With Angular 18, we can finally escape zone.js! 🦧 How to make your Angular 18 app zoneless Remove zone.js from polyfills Open angular.json and remove the "zone.js" line: "polyfills": [ Enable Zoneless Change Detection Add provideZonelessChangeDetection to the providers in your main.ts: import { provideZonelessChangeDetection } from '@angular/core'; bootstrapApplication(AppComponent, { Use Signals or ChangeDetectorRef for updates Without zone.js, any UI updates must be triggered either via Signals or manually using ChangeDetectorRef. No new Signals were added here, but the key takeaway is: we’re finally free from zone.js 😋 If you’re still unsure how it works, check out this post: https://lnkd.in/dvFG2P3d  ( 5 min )

🚀 Deploy Your Web Application on Vercel Quickly If you’ve just built your first project with React, Next.js, or even plain HTML/CSS/JS, the next exciting step is getting it live on the internet. That’s where Vercel comes in. It’s one of the easiest and fastest platforms to deploy web apps no complicated setup, no extra servers, and free hosting for hobby projects. Step 1 Go to vercel.com Create a Account On Vercel Sign Up With your Github Account and Intergrate With it Step 2 Push your Code to The Github If you Have’nt If you Have’nt Pushed the Code to Github Then Copy These Commands and Push your Project git init git add . git commit -m "Initial commit" git branch -M main git remote add origin https://github.com/your-username/project-name.git git push -u origin main It Will Show you Like These In your Github Repo According to your Project Step 3 Now Go to The vercel.com Website Go to your Dashboard on Vercel Dashboard, Click New Project Now Choose your Github Repo Vercel Will Auto-Detect your FrameWork you have Used in your Project Now Click On Deploy Step 4 Within a Seconds, Verel Will Deploy your Project You will get a URL of your App like These You can Also Choose your own Custom Domain if you Want https://your-app.vercel.app 🎉 Congratulations! Your project is now live. Why Vercel ▲ Free Hosting With SSL Automatic Deployement From Github Perfect For Frontend Apps, React, Next.JS ✅ And that’s it you’ve deployed your app on Vercel in just a few clicks Thanks For Reading My Article ❤️ and Also Share Your Thoughts in The Comments ☺️  ( 6 min )

What changed? ☕️ Well, as of this version, signal, effect, and computed are now stable and have officially graduated from Developer Preview ✨ Plus, several new types of Signals hit the stage—some stable, some still in Developer Preview. 🟢 Stable Signals 🎗 input() Works like @Input—used to pass data from parent to child components. 🎗 model() Supports two-way binding natively with Signals. 🟠 Developer Preview Signals 🎗 output() Works like @Output—used to emit data from child components or notify the parent. 🎗 viewChild() & viewChildren() Equivalent to the old @ViewChild and @ViewChildren. 🎗 contentChild() & contentChildren() Access the first/all projected elements from the parent (). The last four Signals are called Signal Queries. https://lnkd.in/dK3p8wAk  ( 6 min )

Sure, it’s a bit rudimentary, but honestly, I like it 🪵 Alright, let’s dive into the core types of Signals in their first version, v16: 🎗 signal() Stores a reactive, writable value. A bit funny when we mix Arabic terms with programming, but here’s the explanation: You can update the value in two ways: signal.update() → modifies the value based on the previous value signal.set() → sets a new value directly, without relying on the old value 🎗 computed() A value derived from an existing signal, reactive but read-only. It depends on other signals in your code and cannot be modified directly using set() or update(). 🎗 effect() Executes a side effect whenever a dependent signal changes. For example, in the image, when the count signal changes, it automatically logs a value to the console. Important note: In v16, Signals are still in Developer Preview / PoC stage. And that’s it! If you’re still unclear about how it works, check out this post: https://lnkd.in/dvFG2P3d  ( 6 min )

Ever since I dove into a major enterprise RAG (Retrieval-Augmented Generation) project, I’ve learned that it takes more than just “GPT and coffee” to succeed. RAG essentially means hooking your LLM up to your own data. As AWS puts it, RAG lets a model “reference an authoritative knowledge base outside of its training data”. In practice that means integrating tools for code assistance, data indexing, orchestration, and monitoring – so your AI stays accurate and reliable. Firecrawl’s RAG overview aptly notes that this approach uses “company documents… alongside the general knowledge built into LLMs, making AI responses more accurate and reliable.” I write this from personal experience: here are the key tools I always keep at my fingertips for big RAG projects. 1. ForgeCode – CLI-Based AI Pa…  ( 10 min )

Tags: dotnet csharp redis webdev Redis is a super-fast in-memory key-value store. It’s often used for caching, sessions, and real-time apps. In this guide, we’ll learn how to integrate Redis into a .NET Core Web API with a simple example. docker run --name redis-demo -d -p 6379:6379 redis dotnet add package StackExchange.Redis Program.cs using StackExchange.Redis; var builder = WebApplication.CreateBuilder(args); builder.Services.AddSingleton(sp => { var configuration = builder.Configuration.GetConnectionString("Redis"); return ConnectionMultiplexer.Connect(configuration); }); builder.Services.AddScoped(); builder.Services.AddControllers(); var app = builder.Build(); app.UseHttpsRedirection(); app.UseAuthorization(); app.MapCon…  ( 6 min )

Alright, Let's set the scene. You're code reviewing a Pull Request. The feature is solid, the tests are green. You scroll down to the controller and see this: def index @projects = Project.all end And in the view: Lead by: Your spidey-sense starts tingling. That innocent project.manager.name is a siren's call. It's whispering, "I will generate a separate database query for every single project. I will bring your 95th percentile response time to its knees. I will do this silently." This is the N+1 query problem. It's the most classic Rails performance anti-pattern. We've all been there. We've all fixed them with .includes(:manager). But why are we still…  ( 9 min )

Note: This article was generated with the help of ChatGPT (an AI by OpenAI). The content is based on my questions and the AI’s explanations, structured into an article format. Satellite data analysis—often called Remote Sensing or Earth Observation—is a powerful way to understand our planet. From monitoring crops to tracking droughts, satellites provide a bird’s-eye view of Earth in different wavelengths of light. If you’re new, terms like NDVI, EVI, vegetation index, or spectral bands can feel confusing. In this article, we’ll break down the essentials in a simple way. Satellites don’t directly capture “NDVI images” or “vegetation maps.” Instead, they record reflectance: how much light is reflected from Earth’s surface in different parts of the electromagnetic spectrum. Each part of the s…  ( 7 min )

Hey everyone! I'm a senior developer with nearly 20 years of experience, but I'm pretty new to the open-source world. I wanted to share the story of my first major library. After 5 years of intensive development in TypeScript, I switched jobs about a year ago and found myself deep in the Java ecosystem. I had my preconceptions, but I have to admit: with modern frameworks and libraries, the developer experience is excellent. One library, in particular, became a daily tool for me: MapStruct. It's a fantastic code generator for mapping one object to another. When I found myself working on Node.js or React projects again, I really missed its power and simplicity. I looked for an open-source equivalent in the JavaScript/TS world, but nothing quite fit my needs. So, I decided to build it myself.…  ( 7 min )

Hola devs 👋, Me pasa mucho que empiezo proyectos personales con mucha motivación, pero al poco tiempo los dejo a medias 😅. Estoy explorando una idea de herramienta impulsada por IA que, a partir de la descripción de tu proyecto, genere un plan paso a paso con tareas pequeñas, adaptado a tu nivel de experiencia y al stack que uses. La idea es que te ayude a avanzar sin saturarte y a mantener la motivación para terminar lo que empezaste. No quiero entrar en todos los detalles todavía porque estoy validando la idea, pero me interesa mucho saber: 👉 ¿También suelen dejar proyectos personales a medias? 👉 ¿Les gustaría una herramienta que los ayude a organizar sus proyectos y avanzar de manera consistente? 👉 ¿Qué funcionalidades o características les gustaría que tuviera una herramienta así? Cualquier feedback me sirve muchísimo 🙏 Si quieren una waitlist para poder probarlo cuando salga el MVP, diganlo y lo creo.  ( 5 min )

Hey, Let's talk about a problem I know you've all wrestled with. You're building a sleek, modern Rails application. You've embraced microservices, event-driven architecture, or just need to keep an Elasticsearch index in sync. Your tool of choice is probably Kafka or RabbitMQ. The code seems straightforward: # app/services/order_creation_service.rb class OrderCreationService def call(user, product) Order.transaction do order = Order.create!(user: user, product: product) # ... maybe some other logic ... # Uh oh. The dangerous part. EventPublisher.publish('order_created', order.to_event_payload) end end end You push to production, and for a while, it's glorious. Then, it happens. A midnight PagerDuty alert. The EventPublisher raised a ConnectionTimeout e…  ( 9 min )

I wanted a blog that lives with my code—no plugin zoo, no surprise branding. Blogger was fine but not me. WordPress wasn’t a fit. Ghost was 95% perfect, but their branding in verification emails kept returning after updates. I wanted control, consistency, and speed. So I built it: Clean admin UI with tags, drafts, and scheduled posts I paste Markdown in the UI; it stores the Markdown and pre-renders HTML in the DB Vanilla HTML/CSS/JS on the front, .NET backend, Clerk for auth, Docker for deploy Built over a weekend by keeping it boring and straightforward Mistakes I made (so you don’t): I prompted like it was a React app (it wasn’t), let Program.cs get thicc, and skipped a local Docker test before going live. Fixed now. Future me will refactor the plumbing and keep the structure tight. Full post (canonical): https://coderbdev.com/blog I wanted a blog that lives with my code—no plugin zoo, no surprise branding. Blogger was fine but not me. WordPress wasn’t a fit. Ghost was 95% perfect, but their branding in verification emails kept returning after updates. I wanted control, consistency, and speed.  ( 6 min )

I recently published an article on how I reduced user waiting time from 30 seconds to just 5 seconds using Redis and Server-Sent Events (SSE). This approach not only boosted performance but also provided a much smoother user experience. Medium  ( 5 min )

Part 1 of our Deep Learning Model Optimization Series In the rapidly evolving world of machine learning, deploying large, powerful models in production environments often presents significant challenges. Enter student-teacher distillation—a powerful technique that allows us to compress the knowledge of complex models into smaller, more efficient ones without sacrificing too much accuracy. This comprehensive guide will walk you through everything you need to know about this fascinating approach to model optimization. Student-teacher distillation, also known as knowledge distillation, is a model compression technique where a smaller "student" model learns to mimic the behavior of a larger, more complex "teacher" model. Think of it as an experienced professor (teacher) passing on their knowle…  ( 10 min )

Olá, pessoal! 👋 Nos últimos dias iniciei uma jornada prática para entrar de vez no mundo da Inteligência Artificial aplicada à linguagem natural (NLP), com o foco em IA útil para negócios e análise de texto. Hoje compartilho meu primeiro projeto funcional e público: 👉 Analisador de Sentimentos em Português Esse app classifica textos de 1 a 5 estrelas com base no sentimento, como em avaliações de produtos ou serviços — útil para empresas analisarem comentários de clientes. 🔧 Tecnologias usadas: Python Transformers (Hugging Face) Gradio (para interface web) Hugging Face Spaces (deploy público) 🧠 O que aprendi nesse projeto: Trabalhar com modelos pré-treinados para português Criar interfaces com Gradio Publicar projetos no Hugging Face Spaces Integrar conceitos de IA, NLP e deploy prático Esse é apenas o começo! emoções, LLMs, RAG e AI Safety, sempre com foco em soluções úteis para o mercado. Se você está estudando IA, programação ou quer trocar ideias sobre projetos práticos, vamos nos conectar! 💬 AI #NLP #Python #Transformers #Gradio #HuggingFace #ProjetoDeIA #OpenSource #DevTo #LinkedIn #Desenvolvimento #InteligenciaArtificial  ( 5 min )

NOTE: These are musings as I navigate the world of AI. I suspect some blogs will be more linear than others. I find all the AI hype exhausting. Ok, most hype I find exhausting because it rarely lives up to the hype. Then it’s just a giant pile of disappointment that I need to fake smile through someone’s excitement. I’m not a fan. That said, there is no way to get around it. Right now, it feels like the only way to survive this stage of tech is to dive into the deep waters of AI. So, that’s what I’m doing. I’ve spent the last 2 months or so digging into AI tooling and I have lots of opinions. In fairness, I used V0 over a year ago to build out wireframes for 3Mór. I didn’t love it. In fact, I liked the experience of creating a mockup using Figma a whole lot more. I had more freedom and wa…  ( 9 min )

TL;DR: So I was just blogging the internet (yes, that’s a thing in my head) and stumbled upon something super interesting. I’ve been learning and researching about it for the past few days, and thought: why not write a blog about it? Mainly because I genuinely believe this idea will sneak its way into most upcoming LLMs. Now, full disclaimer: I’ve only known about this for a few days. So if I mess something up, please comment and correct me that way I learn. Otherwise, just sit back and enjoy the ride. I’ll try to keep it a mix of funny + tech so it’s digestible and not a nap-inducing lecture. The theme? “The Lazy Genius Inside Your Chatbot.” LLMs don’t generate whole sentences in one shot. They work token by token (a token can be a word, sub-word, or even characters). The model looks at…  ( 14 min )

From Free Keys to X-Pro: Why Postly Is Moving to Twitter’s Paid API (and What You’ll Get) TL;DR — We’re upgrading Twitter/X publishing inside Postly to a new X-Pro Add-On. That means moving from “bring-your-own free keys” to the official Twitter/X Basic → Pro API path managed by us. In return, you’ll get reliability, unlimited monthly posting (with fair-use), Automations, Engagement tools, AI Inspiration, and deeper Analytics—all purpose-built for serious creators and teams. If you’ve ever wrestled with Twitter’s old free API flow, you know the pain: Manual app setup (callback URLs, permissions, tokens) Inconsistent reliability and sudden rate-limit surprises Basic posting only; strict caps (e.g., ~100 posts/replies/day/account) Poor support for advanced use cases (threads, delays, au…  ( 9 min )

Developer surprisetalk recently presented Diggit.dev on Show HN, an open-source platform for interactively and chronologically visualizing the evolution of a GitHub repository. The idea is to turn commits and branches — which often remain hidden in the background — into a navigable, visual timeline. 💬 In the creator’s own words: "It was a great excuse to play with Elm and Claude Code." They also published design notes and behind‑the‑scenes insights revealing details about architecture and technical decisions. Visualization of folder and file structure over time Filterable timeline by branch, author, period, or directory Detection of the project’s most active vs. most stable areas Intuitive interface to explore changes without cloning the repository 🛠️ Real-world use cases Onboarding new developers New team members can quickly grasp the codebase’s evolution and identify critical modules. Audit and security Investigate when and by whom sensitive changes were introduced, without manually combing through commit logs. Academic study and learning Perfect for students and researchers wanting to observe development patterns in open‑source projects. Project maturity analysis Determine whether a module is under constant change (higher risk) or stable (production‑ready). Historical reviews in open-source communities Contributors can map architectural decisions and how they evolved over time. 📌 Read more and join the original Show HN discussion: https://cynews.vercel.app/show/45012776 💻 Source code and contributions: Diggit GitHub repository  ( 6 min )

I’m excited to share my latest project: Bobby, an interactive desktop companion built with Electron.js that adds personality to your workspace! ✨ Key Features 👉 70+ unique personality responses across different interactions 👉 Mood system: happy, excited, sad, and angry emotions 👉 Interactive games like number guessing with dynamic difficulty 👉 Drag & drop physics – Bobby reacts when moved around 👉 Smart chat system with keyword recognition and contextual replies 👉 Sunglasses mode 😎 for when Bobby feels extra cool 👉 System integration: monitors power events and window management 🛠️ Technical Highlights 💻 Cross-platform desktop app using Electron.js 🎨 Smooth interactions with CSS animations and Anime.js 🔊 Dynamic sound generation using the Web Audio API ⚙️ Automated builds with GitHub Actions CI/CD 📦 Portable releases for Windows, macOS, and Linux 🎯 What I Learned Building Bobby taught me a lot about desktop app architecture, real-time user interactions, and crafting engaging UX through personality-driven design. The biggest challenge was making a digital pet feel truly alive! 💡 Try It Yourself 📥 Desktop Download: https://github.com/Dhafer99/VirtualDesktopPet/releases/tag/v1.0.1 – extract the files and launch the .exe to run Bobby 📂 GitHub Source Code: https://github.com/Dhafer99/VirtualDesktopPet ✨ If you enjoy Bobby, don’t forget to ⭐ the GitHub repo! ElectronJS #JavaScript #DesktopApp #AI #OpenSource #UX #Animation  ( 5 min )

1. What is Variable Shadowing? Variable shadowing occurs when a local variable in a scope has the same name as a variable in an outer scope. The inner variable “shadows” the outer one, so references inside the inner scope use the inner variable, not the outer one. x = 10 # Global variable def my_func(): x = 5 # Shadows the global 'x' print("Inside function:", x) my_func() print("Outside function:", x) Output: Inside function: 5 Outside function: 10 Explanation: The function has its own x, which shadows the global x. The global variable remains unchanged. name = "GlobalName" class Person: name = "ClassName" # Shadows the global 'name' def __init__(self): self.name = "InstanceName" # Shadows class variable p = Person() print(name) # GlobalName prin…  ( 6 min )

Step 1: Setting Up MongoDB Atlas Step 2: Connecting to MongoDB Atlas with Python Step 3: Insert Records Manually Step 4: Querying Data Top 5 Businesses by Rating Count Reviews Containing the Word “good” Get All Reviews for a Specific Business ID Step 5: Update & Delete Operations Step 6: Export Query Results Whitelist your IP address to allow connections. MongoDB is a popular NoSQL database used to store flexible, JSON-like documents. In this blog, we will explore MongoDB Atlas, a cloud-hosted MongoDB service, and perform some practical operations such as inserting records, querying, updating, and exporting data. Conclusion Using MongoDB Atlas, we performed CRUD operations, executed queries, and exported data for analysis. This hands-on practice demonstrates the power of NoSQL databases for flexible and scalable data storage.  ( 5 min )

Claude Code is an AI-powered coding assistant that lives in your terminal, understanding your codebase and accelerating development through natural language. It integrates directly into your workflow, providing a flexible and safe way to leverage AI for coding tasks. Claude Code offers several key benefits: Codebase Understanding: Quickly understand project architecture and logic. Code Editing & Bug Fixing: Edit files and fix bugs with natural language. Testing & Linting: Execute and fix tests and linting errors. Git Integration: Simplify Git operations like commits, PRs, and conflict resolution. Web Search: Access documentation and online resources. MCP Integration Secure & Private: Direct API connection to Anthropic, operating within your terminal. Codebase Understanding: Quickly under…  ( 10 min )

Introduction Quick recap of previous article: Showed how to use OpenTelemetry & Jaeger (Docker Tutorial) to trace requests in a Spring Boot app. Focused on tracing to understand where requests spend time. Motivation for this article: Tracing is powerful, but observability is not complete without metrics. Need dashboards & alerts to monitor the health of applications. Goal: By the end, readers will have a Spring Boot app instrumented with Prometheus + Grafana running alongside Jaeger. Difference between metrics and traces: Metrics = system health over time (e.g., request latency, error rate). Traces = detailed view of a single request journey. Show a real-world example: In the Jaeger UI, we see a slow DB query in a trace. That’s useful, but what if we want to know how often it happens and…  ( 10 min )

Google has dropped a new addition to the Gemini family: the Gemini 2.5 Flash-Image. If you’ve been tracking the pace of AI releases lately, you’ll know that most updates feel incremental. But this one stands out. Why? Because it isn’t just another large language model — it’s multimodal, developer-ready, and potentially disruptive for anyone building tools, apps, or workflows that rely on visuals. For developers on Dev.to, this launch raises a clear question: is Gemini 2.5 Flash-Image a true breakthrough you should integrate now, or just hype you can afford to ignore? Let’s unpack what it is, how it works, and why it could (or could not) be worth your time. To understand Flash-Image, you need to see how it fits into the larger Gemini 2.5 ecosystem. Gemini 2.5 Pro This is Google’s flagshi…  ( 9 min )

Grant Horvat Vs Dude Perfect (Stroke Play) Grant Horvat takes on Tyler Toney from Dude Perfect in a friendly yet fierce stroke-play golf match at Gentle Creek Golf Club, complete with trick shots, playful banter, and bragging rights on the line. Along the way, Grant shares his Instagram, thanks sponsors Gentle Creek and Arcis Golf, and drops discount codes for Primo Golf Apparel, Takomo, For Wellness, LAB Golf putters, and TaylorMade gear—plus a shoutout to his editor and links to both of his YouTube channels. Watch on YouTube  ( 5 min )

Kingdom Come: Deliverance 2’s Legacy of the Forge DLC lets you swap your sword for a hammer—and a ledger—as Henry steps into the shoes of a medieval blacksmith, juggling everything from smelting metal to managing curious customers (including one memorable dentist-by-punching side quest). Hands-on at Gamescom 2025, Kurt Indovina got a taste of 15–20 hours of fresh main-story and side quests, offering new challenges, characters, and the delightful chaos of running your own forge. Watch on YouTube  ( 5 min )

skate. drops into Early Access on September 16, bringing revamped Flick-It controls and that signature, physics-driven gameplay you know and love. Land those “only in skate.” tricks with ease and feel every board-flex in the online streets of San Vansterdam. Cruise beyond the ramps with off-board exploration, squad up in full freedom, and call it your new favorite hangout—completely free on PS4, PS5, Xbox One, Xbox Series X|S, and PC (EA App, Epic Games Store, Steam). Watch on YouTube  ( 5 min )

GitHub Home In our toolbox, there are always a few "star" tools. 🛠️ In the realm of real-time web communication, WebSocket is undoubtedly the brightest star. It's powerful, supports bidirectional communication, and has become the "default answer" for almost all real-time needs. So, when a product manager comes to you and says, "Hey, we need a dashboard that updates in real-time!" the first thing that pops into many programmers' minds is: "Okay, let's use WebSockets!" But, wait a minute. ✋ As an old-timer who has been navigating this world for decades, I want to ask: do we always need a "Swiss Army knife" to peel an apple? 🍎 I've seen too many scenarios where a simple feature that only requires unidirectional data push from the server to the client—like site notifications, stock price upd…  ( 9 min )

TL;DR Bambu Lab’s new H2S is basically the single-nozzle version of its H2D flagship, packing Core XY speed and a build volume even bigger than the dual-nozzle H2D. It feels like the sequel to the X1C we’ve been waiting for—except that $1,250 price tag may give you sticker shock. Tested’s own Josh Self (filming) and Norman Chan (editing) put it through its paces in this non-sponsored review (the unit was sent by the manufacturer). If you’re curious whether it lives up to the hype, check out the full breakdown. Watch on YouTube  ( 5 min )

Coral Grief storms the KEXP studio live on June 18, 2025, ripping through four tracks—Rockhounds, Latitude, Outback and Avenue You. Trio powerhouses Lena FM (bass/vocals/synth), Sam Fason (guitar/sampler) and Cam Hancock (drums) bring raw energy, all under host Kennady Quille’s hype. Behind the scenes, Kevin Suggs nails the audio, Julian Martlew handles mastering, and a camera squad (Jim Beckmann, Carlos Cruz, Leah Franks & Scott Holpainen) plus editor Luke Knecht capture every moment. Catch the full performance on KEXP or at coralgriefband.com. Watch on YouTube  ( 5 min )

Over the past few years, I’ve had the privilege of working across fintech, blockchain, healthcare, and a variety of ambitious ventures through my consultancy work and Inflection Studio. Somewhere along the way, I started to notice a pattern. Projects that thrived weren’t always the ones with the biggest budgets or flashiest designs. They were the ones that got the fundamentals right. This post is an attempt to capture those lessons. Not as “best practices” in the abstract, but as principles I’ve seen play out in the wild. Consider this my working definition of what makes a good website. A good website doesn’t confuse you. The value proposition is clear from the first glance. You know what the business is about, who it’s for, and what to do next. Too many projects get caught up in aesthetic…  ( 7 min )

BallKnowers: 2025 NFL Season Preview | Trap Draw, Ep 356 The No Laying Up crew—Neil, TC, Randy and reigning champ Poosh—wraps up NFL preseason chatter and gears up for the regular season with their annual teams draft. Expect plenty of hot takes, bold picks and friendly trash talk as they try to one-up each other and see if Poosh can defend last year’s crown. Plus, they’re repping the Evans Scholars Foundation and shouting out sponsors like ServPro, StoneCreek Coffee and Whoop. If you love what you hear, don’t forget to subscribe to their newsletter, hit up the podcast channel, or join The Nest for exclusive perks and lighter ad loads. Watch on YouTube  ( 5 min )

Never 3-Putt Again with Lucas Herbert Rick Shiels teams up with LIV Golf star Lucas Herbert—widely regarded as one of the best putters on the planet—to share pro secrets on how to stop three-putting, hole more short- and mid-range putts, and ultimately lower your scores. Alongside this putting masterclass, Rick’s channel serves up golf equipment reviews, coaching videos (from drives and irons to chips and pitches), plus a podcast and merch for anyone looking to play better and enjoy the game more. Watch on YouTube  ( 5 min )

🚀 Astro: ideal para blogs, portafolios, SEO y proyectos con bajo presupuesto. Nuxt.js: ideal para aplicaciones con lógica de negocio, roles, autenticación y manejo de estado. Hace poco tuve la experiencia de lanzar mi sitio web personal usando Astro.js, una tecnología bastante simple para crear rápidamente un blog o portafolio. Lo que más me sorprendió fue lo fácil que resulta integrar tecnologías como Vue.js, React.js, e incluso otras librerías modernas del ecosistema frontend. Con esa motivación decidí lanzar alejandrotorres.dev, un sitio sencillo donde mostrar mi experiencia, habilidades y portafolio. En solo tres días tenía una primera versión en producción. Me sorprendió saber que se pueden integrar tecnologías como: Vue.js React.js Y se pueden integrar otras mas, pero para mis neces…  ( 7 min )

The GameSpot crew rounds up their top Gamescom 2025 highlights, kicking off with the darkly stylish Lego Batman: Legacy of the Dark Knight and the noir-flavored Romeo is a Dead Man. They dive into intense action with Phantom Blade Zero, groove through Dead as Disco & Zero Parades, and give a whirlwind show floor tour. On the nostalgia and hardware front, they take Kirby Air Riders for a spin, test the high-speed Project Spectrum, check out ASUS’s new ROG Xbox Ally X, and explore the gothic halls of Valor Mortis before teasing the next Silent Hill title. Watch on YouTube  ( 5 min )

Kingdom Come: Deliverance 2 – Legacy of the Forge DLC Warhorse Studios’ next expansion drops you back into Henry’s boots, this time running your own medieval forge—complete with resource gathering, recipe tinkering and even a dentist-style quest where you literally punch a guy’s tooth out. In a 30-minute hands-on demo at Gamescom 2025, we got a sneak peek at the new main story quest, a handful of quirky side missions and a good chunk of blacksmith management mechanics. Expect roughly 15–20 hours of fresh gameplay and lore when Legacy of the Forge arrives. Watch on YouTube  ( 5 min )

Bad Cheese delivers a fresh nine-minute peek at its Steamboat level, drenched in cartoonish dread straight from the Steamboat Willie era. This first-person psychological horror romp blends vintage animation vibes with unsettling twists. Dropping September 1 on PC, PlayStation 5, Xbox Series X|S and Nintendo Switch, it’s one seriously quirky scarefest. If you’re into twisted nostalgia, don’t forget to wishlist it on Steam! Watch on YouTube  ( 5 min )

The explosion of user-generated content (UGC) has made AI content moderation an operational necessity for digital platforms. From in-game chat and livestream comments to social media threads and marketplace reviews, trust and safety teams are under growing pressure to detect harmful content at scale and in real time. As platforms grapple with new regulatory requirements, evolving community standards, and increasing user demand for safe environments, the tools behind moderation are rapidly evolving too. Natural Language Processing (NLP) and Large Language Models (LLMs) represent two distinct but increasingly overlapping approaches to AI moderation. Both technologies can classify, flag, and score user messages, but they differ significantly in speed, accuracy, cost, and flexibility. This art…  ( 11 min )

Metal Gear Solid Delta: Snake Eater Performance Rundown This UE5-powered remake revamps the PS2 classic with sharper visuals, modernized camera work and updated effects, plus reworked sound and music to fit today’s standards. Whether you’re a series veteran or new soldier, the facelift is clear—though purists might notice subtle tweaks to the original’s vibe. On consoles, PS5 and PS5 Pro offer distinct modes balancing resolution and frame-rate, while high-end PCs easily eclipse them if you’ve got the GPU to match. Our IGN tests show solid performance across the board, but for the smoothest, highest-fidelity experience, PC reigns supreme—with plenty of room to dial things up or down. Watch on YouTube  ( 5 min )

A post by Paulo Pereira  ( 5 min )

In this guide, we’ll explore Regional Persistent Disks (RPDs) in Google Cloud: ✅ Understand why Regional Disks matter ✅ Create a Regional Persistent Disk ✅ Attach it to multiple VMs in Read-Only Mode ✅ See how GCP prevents Read-Write conflicts ✅ Cleanup resources to avoid charges Persistent disks in GCP are: Zonal by default → live in a single zone. Regional when you need higher availability → automatically replicated across two zones in the same region. Why use Regional Disks? Protect against zonal failures. Use them for read-heavy workloads across multiple VMs. Ideal for high availability databases and disaster recovery. 👉 Navigate in console: Compute Engine → Storage → Disks → Create Disk Name: regional-disk1 Description: regional-disk1 Location: Regional Region: us-central1 Primary Z…  ( 6 min )

Workflow automation is one of those things that often works best when you host it yourself. Why? Because the tools you chain together usually require (sensitive) internal data, self-hosting lets you keep full control while also keeping costs down. That goes doubly so for AI-driven workflow automation—who knows what might happen to sensitive data once it's passed onto the "black boxes" of popular AI efforts. That said, it's easy for any self-hosting effort to get caught up in deployment and security red tape. How are you going to deploy and maintain it? Are you really going to port forward and doxx your IP to the world? A VPN works for sharing with colleagues, but what about external APIs or receiving webhooks? For the first question, that's why Docker exists in the first place. Docker Desk…  ( 10 min )

🌍 The Rise of AI Agents in Automation AI agents are no longer a futuristic concept — they are here, and they are transforming the way organizations work. From document processing to customer service, AI agents can reason, plan, and collaborate to achieve business outcomes. But when it comes to implementing them in the real world, the question is: The answer: If you want robustness, scalability, and enterprise readiness, UiPath is the way to go. ⚡ Low-Code Tools: Great for Prototypes, Limited for Scale Platforms like Make, Zapier, and n8n are amazing for: Quick proofs of concept Connecting APIs together Lightweight personal or small business automations But they quickly show limitations when you try to: Scale across departments Ensure security & compliance Orchestrate long-running processe…  ( 7 min )

📰 My Newspaper-Inspired Portfolio: Where Code Meets Creativity 🎮 Hi everyone! 👋 I’m Talha Rizwan, a Full-Stack Web Developer passionate about building not just applications, but experiences. When I was designing my personal portfolio, I didn’t want another cookie-cutter template. I wanted something unique, fun, and memorable — so I decided to build it like a newspaper 📰 … with a twist! - 📰 The Concept I asked myself: What if my skills, projects, and testimonials looked like daily news? Headlines & Features → My major projects & experience are presented as breaking news. Stock Exchange → My skills are showcased like stock tickers, rising and falling as if they were tech shares. Press Releases → Testimonials from colleagues, mentors, and clients appear as official newswire releases. E…  ( 6 min )

I was looking at results of the Stackoverflow Developer Survey 2025, and one aspect caught my attention: the percentages relating to developers' confidence in the accuracy of AI tools. As mentioned in the comment on the results related to this question, more developers do not trust AI tools than trust them. In my opinion, this is good news, although I am concerned about that 3% who have a high level of trust in AI tools. This is not to demonize AI tools, but rather to address the evolving role of developers. Some time ago, I wrote an article about whether using a library or framework exempts developers from understanding the specifics of the underlying tools and technologies. I addressed this issue by referring to the cult book Zen and the Art of Motorcycle Maintenance by Robert M. Pirsig…  ( 8 min )

GitHub Home About ten years into my career, I experienced a security incident that still gives me chills. We were developing an online trading system for a financial client. A young programmer on the team, trying to take a shortcut while writing an endpoint to query order history, directly concatenated SQL strings. Yes, you read that right—the most classic, textbook SQL injection vulnerability. 😈 A hacker exploited this vulnerability, bypassed authentication, and walked away with the entire user table. By the time we discovered it, it was too late. For the next few months, our entire team lived in a nightmare: cooperating with investigations, appeasing the client, fixing the vulnerability, and auditing all other company projects for similar risks. The company's reputation and business wer…  ( 9 min )

Hey there! 👋 You can write JavaScript. You can make things happen. But sometimes, your code feels longer than it needs to be. You find yourself writing the same few lines over and over again, and you have a sneaking suspicion there's a shorter, smarter way to do it. You're absolutely right. This isn't about complex algorithms. This is about the practical, everyday shortcuts that clean up your code, make it more readable, and save you precious keystrokes. These are the modern JavaScript tricks that instantly make you look like a seasoned pro. Let's unlock them. 1. The Double Trouble?? Nullish Coalescing Operator The Hack: Use the Nullish Coalescing Operator (??). It only returns the right-hand side if the left-hand side is null or undefined. // ✅ Solution with Nullish Coalescing (??) funct…  ( 7 min )

Welcome to the future of filmmaking. With Google's VEO 3, the power to create breathtaking video is at your fingertips. But you’ve probably already discovered the key difference between a simple clip and a stunning short film: the quality of your prompt. A simple prompt like "a car driving" might give you a generic video. But a cinematic prompt tells a story. It has emotion, style, and intention. So, how do you bridge that gap? The secret is to stop thinking like a writer and start thinking like a director. Your prompt is your screenplay, your shot list, and your creative brief all in one. This guide will teach you the essential elements of prompt engineering for VEO 3, transforming your simple ideas into cinematic masterpieces. The Anatomy of a Powerful VEO 3 Prompt: The 7 Core Elements …  ( 8 min )

This post is a companion to a talk I gave at the first Octopus virtual conference, SHIPPED23. I shared how DevOps capabilities help you change organizational culture by working against your team’s internal reputation. The capability culture cycle focuses on small actions under your control, creating conditions for change in the wider organization. You can watch the full talk here. Cultural change is a considerable challenge, especially for individual contributors who depend on influence rather than authority to bring change. That doesn’t make it hopeless. You can create an environment where change is more likely by changing how you work. Instead of directing change, as a leader might, you’ll work on the signals you send and their impact on people outside your team. As a technical contribut…  ( 13 min )

1. Semantic HTML involves using HTML elements which clearly define the meaning and the role of the content they contain.Use of semantic HTML improves code readability,website accessibility,search engine optimization(SEO) and simplifying code organization.This post will empower developers to write a cleaner and a more meaningful HTML that improves SEO and accessibility.Semantic HTML tags provide a meaningful structure to your content,which helps search engines understand and index your pages more effectively. In semantic HTML there is semantic and non-semantic tags.Semantic tags clearly describe their purpose/content,while non-semantic tags do not convey meaning about their content. header,nav,main,article,section,footer,etc. ... ... ... ... ... ... Semantic HTML delivers tangible improvements in SEO performance metrics and accessibility. Traffic and Engagement Organic traffic: shows number of visits from search engines. Click-through rate: shows the percentage of users who click your link after seeing it in search results. Impressions: shows how often your page appears in search results. Bounce rate/Engagement rate:shows how users interact with your page once they land on it. 2 Visibility and Rankings Keyword rankings:Your position for target keywords(track with Ahrefs,Semrush or GSC) Indexed pages:Number of pages successfully indexed by google. Serp visibility:Presence in rich results like featured snippets,people Also Ask,etc. 3.Authority and Technical Health  ( 6 min )

Tired of the classic, PHP-bound WordPress admin? WP-Next reimagines it with a modern stack. Built entirely with Next.js and WP-Node, WP-Next delivers a headless CMS experience for managing posts, pages, media, comments, users, and more—without writing any PHP. 👉 Check out the repo here: https://github.com/rnaga/wp-next — and don’t forget to leave a star if you find it useful! ⭐ Under the hood, WP-Next uses Next.js Server Functions (powered by WP-Node) to interact with your WordPress database. That means a clean, React-first workflow in TypeScript, server-side data handling, and a development process that feels just like building any modern Next.js app. Why it stands out Headless by design: Manage WordPress content with a React-powered admin. Next.js + TypeScript: Familiar too…  ( 8 min )

Picture early morning light across paddy fields—each stalk poised, waiting for the dew. That sense of potential reflects email marketing strategies. Each campaign holds a promise to bloom. Let’s walk this journey together, in language as warm and evocative as Mr. Mukhopadhyay might weave. Cultivating Seeds of Permission Segmentation as Soil The First Petal—Subject Line Clean Design Storytelling Core Naming for Connection Listening to Metrics Gentle Experiments Pruning Bounce Rates Automate the Flow Reminders for Those Who Pause Ethical Harvesting Deliver with Trust Evolving with the Season From planting seeds to harvesting blossoms, these email marketing strategies guide you gently yet powerfully toward meaningful growth. Let each message you send feel heartfelt, intentional, and unforgettable.  ( 6 min )

What if you could sit across from Albert Einstein as he unraveled the mysteries of the universe just for you? Or challenge Garry Kasparov to a game of chess, with him guiding your every move? Maybe even compose music alongside Beethoven, watching as he transforms your melodies into masterpieces. Just a few years ago, this was pure fantasy- but AI is turning it into reality. AI is more than automation- it’s a learning revolution. With AI-powered mentors, you can master any skill, guided by history’s greatest minds. These digital teachers adapt to you, offering hands-on practice in art, design, music, and more. The classroom of the future isn’t a place- it’s wherever you are, with AI as your guide. The potential of this is that humans will solve more problems, invent more groundbreaking …  ( 12 min )

Java Type Casting *java type casting * Type casting in Java is the process of converting one data type into another. It is essential when you want to perform operations between different data types or when you need to store a value of one type into a variable of another type. Java supports two types of casting: implicit (automatic) casting and explicit (manual) casting. Type casting is when you assign a value of one primitive data type to another type. In Java, there are two types of casting: Widening Casting(implicit) (automatically) - converting a smaller type to a larger type size byte -> short -> char -> int -> long -> float -> double Here’s an example to illustrate widening type casting in Java Narrowing Casting(explicit) Widening or Automatic type converion Automatic Type casting take place when, the two types are compatible the target type is larger than the source type Example: 2.Narrowing or Explicit type conversion When you are assigning a larger type value to a variable of smaller type, then you need to perform explicit type casting. If we don't perform casting then compiler reports compile time error. Example : Example of Explicit Conversion Here, we have one more example of explicit casting, double type is stored into long, long is stored into int etc.  ( 6 min )

What 3D printed gear is best? I built a custom torture-testing machine that grinds through different filament types and slicer settings to figure out which gear holds up the longest. Big thanks to PCBWay for sponsoring this video—use coupon code PCBWay-Maker’s Muse10 to snag $10 off any $30+ order (shipping excluded). Hungry for more 3D printing goodness? Grab the “Ultimate Book of 3D Printing Tips and Tricks – 2025 Revision” eBook and join the Maker’s Muse Community for extra tutorials, troubleshooting help and behind-the-scenes projects. Watch on YouTube  ( 5 min )

Scalable ML Deployments Made Simple with KitOps and Kubernetes (No Hardware Required) Jesse Williams for Jozu ・ Aug 26 #programming #ai #tutorial #devops  ( 5 min )

Adam Savage takes us on a hands-on tour of one of the last surviving hero batsuits from Tim Burton’s 1989 Batman, showing off hidden sculpting details and paintwork that have never been seen up close—seriously, this thing looks like it just stepped off set yesterday. If you’re coveting a piece of movie history, that very suit will hit the block at Propstore’s EMLA: Los Angeles summer 2025 auction—and Tested’s crew (shot by Joey Fameli, edited by Norman Chan) has all the behind-the-scenes scoop. Watch on YouTube  ( 5 min )

Bambu Lab H2S 3D Printer Review: $1,250 Beast! Bambu Lab’s new H2S is essentially the single-nozzle follow-up to the X1C, boasting a super-fast Core XY setup and a build volume that even outclasses its dual-nozzle H2D flagship—all for a surprisingly tame $1,250. Tested’s review sample (no paid sponsorship) was shot by Josh Self and edited by Norman Chan, putting the H2S through its paces to see if it lives up to the hype. Watch on YouTube  ( 5 min )

Introduction Machine learning model deployment often hits roadblocks when moving between environments. Version mismatches, file structure changes, and environment differences can derail even the best-planned deployments. KitOps (a CNCF project backed by Jozu) offers a solution called ModelKits, which is a standardized artifact that creates a declarative package of an ML model with its dependencies and configuration. This open-source toolkit lets organizations, developers, and data scientists bundle their models (manually or in a CI/CD pipeline) into versionable, signable, and portable ModelKits, complete with YAML files for seamless deployment to Kubernetes and other container platforms. The result is consistent version tracking and reliable model artifacts across all environments. Learnin…  ( 15 min )

Coral Grief stormed into KEXP’s studio on June 18, 2025, to lay down a raw live take of “Outback.” With Lena FM handling bass, vocals and synth, Sam Fason on guitar and sampler, and Cam Hancock on drums, the trio turned host Kennady Quille’s space into their own sonic frontier. Sound wizard Kevin Suggs engineered the session, Julian Martlew mastered it, and Jim Beckmann, Carlos Cruz, Leah Franks & Scott Holpainen captured every angle—polished up by editor Luke Knecht. Stream the full set on KEXP’s YouTube, explore coralgriefband.com, or join the channel for bonus perks. Watch on YouTube  ( 5 min )

Coral Grief storms the KEXP studio with their hauntingly catchy single “Rockhounds,” delivering a raw, synth-infused art-rock experience. With Lena FM holding down bass, vocals, and synth, Sam Fason tearing it up on guitar and sampler, and Cam Hancock driving the beat, this June 18, 2025 session crackles with electric energy. Hosted by Kennady Quille and engineered by Kevin Suggs (mastered by Julian Martlew), the performance is immortalized by a camera crew—Jim Beckmann, Carlos Cruz, Leah Franks & Scott Holpainen—with Luke Knecht on editing duty. Dive deeper at coralgriefband.com or kexp.org, and don’t forget to join their YouTube channel for extra perks! Watch on YouTube  ( 5 min )

Coral Grief tore into the KEXP studio on June 18, 2025, ripping through “Latitude” with Lena FM’s funky bass, vocals and synth, Sam Fason’s gritty guitar and samples, and Cam Hancock’s thunderous drums. Hosted by Kennady Quille, the session was expertly captured by audio wizard Kevin Suggs, mastering guru Julian Martlew, and a stellar camera team (Jim Beckmann, Carlos Cruz, Leah Franks & Scott Holpainen), then polished by editor Luke Knecht. Catch the full set at kexp.org or dive deeper at coralgriefband.com. Feeling adventurous? Join their YouTube channel for exclusive perks! Watch on YouTube  ( 5 min )

Coral Grief stormed into KEXP’s studio on June 18, 2025, tearing through a live take of “Avenue You.” With Lena FM’s pulsating bass and synth swells, Sam Fason’s gritty guitar/sampler textures, and Cam Hancock’s tight drumming, the trio delivers a mesmerizing blend of raw energy and atmospheric depth. Hosted by Kennady Quille, recorded and mixed by Kevin Suggs, and polished by mastering whiz Julian Martlew, this session was captured by a dream team of videographers—Jim Beckmann, Carlos Cruz, Leah Franks & Scott Holpainen—and expertly edited by Luke Knecht for a full-on immersive experience. Watch on YouTube  ( 5 min )

It was only a matter of time before AI Agents and web3 joined forces, creating a more accessible and democratic user experience. For years there was a strong technical barrier that stood as a fortress wall for users, but now AI agents are acting as a skilled guide, interpreting complex protocols with simple chat conversations and intuitive responses. There’s always sophisticated web3 technology advancement happening, but how we engage with these protocols with a layer of intelligence that adapts with our natural communication pattern with AI, rather than forcing us to adapt with the technical barrier, is what makes artificial intelligence so important. In this blog post, we will go over how to implement MetaMask Delegation Toolkit with Gaia to perform smart contract operations like the tok…  ( 16 min )

The Approaching Horizon: Machine Intelligence and the Unconscious March Toward Singularity The concept of consciousness emerging from silicon and quantum states has transitioned from science fiction speculation to serious scientific inquiry. Recent advances in quantum computing, neuromorphic processing, and distributed AI systems suggest we may be approaching a threshold where the metaphorical "ghost in the machine" becomes a measurable phenomenon. This convergence of technologies raises profound questions about the nature of intelligence, consciousness, and the trajectory toward what futurists have termed the technological singularity. Modern quantum computing has evolved beyond theoretical frameworks into practical systems demonstrating quantum advantage in specific problem domains. Cu…  ( 8 min )

Introduction Arrow functions were introduced in ECMAScript 2015 (ES6) and provide developers with a more concise syntax for writing anonymous function expressions. You can use them for short, one-liner functions instead of declaring a regular function. For this tutorial, you need a basic understanding of JavaScript concepts, like: Variables, functions, objects, and event handlers. When working with traditional function expressions, you assign an anonymous function to a variable that you can call later in your code. Arrow functions eliminate the need for using the function keyword in expressions. (Source: Gemini) From the illustration above, the arrow function has no function keyword, curly braces, or return keyword. You eliminate curly braces and the return keyword in single expressions,…  ( 9 min )

Microsoft Azure Red Hat OpenShift (ARO) is a fully managed, enterprise-ready Kubernetes service jointly operated by Microsoft and Red Hat. It provides a consistent, secure, and scalable platform for running applications in the cloud without the burden of managing infrastructure. When you plan to use ARO, it’s important to understand the deployment options available and how to prepare your Azure account and workstation before creating a cluster. Deployment Options for ARO Clusters Azure Red Hat OpenShift gives you two choices for how your cluster will be deployed: public or private. Public Cluster The cluster can be accessed directly from the internet. Best for testing, development, or situations where you want quick and easy external access. Easy to set up, but security should be carefully…  ( 6 min )

You’ve got a sleek Figma file and need professional React code. For years, teams have done this by hand—effective, but slow and repetitive. In this article, we’ll first walk through the traditional workflow developers use today, then show how Bitloops (our Frontend AI Agent) automates the boring parts in about a minute, keeping code quality front and center. Developers who want a clear mental model of design-to-code (even if you’ll automate it). Teams seeking a faster path to consistent, responsive, component-based React codebases. Engineers evaluating where AI can help without dumbing down the stack. The Traditional Workflow Professional devs still need to know the fundamentals. Here’s the common path—tightened to 6 steps. Break the Figma layout into reusable parts (but…  ( 8 min )

Building a PaaS as a solo founder means making choices. Some deliberate, some accidental, all of them tradeoffs. Every tool has tradeoffs, and the deciding factor is usually the most expensive resource of all: time. If I can get the job done with something I already know, I'll take that path. I'll learn new tools when the project pays for it. Until then, it's all about moving forward with what works. Here's how Hostim.dev is put together today – the stack that runs every app, database, and service behind the scenes. Before Kubernetes even comes into the picture, there's infrastructure to manage. I've spent six years working with Ansible, so it was my first pick. Hostim.dev runs on bare metal servers – and the Kubernetes clusters on top of them are provisioned with Kubespray, which it…  ( 8 min )

AWS Made Simple: How to Launch Your First EC2 Instance (No Stress Guide) Oluwatunmise ・ Aug 26 #devops #aws #cloud #linux  ( 5 min )

Write SOLID React Hooks Dennis Persson ・ Jun 2 '24 #react #architecture #webdev #designpatterns  ( 5 min )

GPT-5: A Gift and a Gut Punch As someone who has worked with, coached, and led managers for years, here’s my honest take: GPT‑5 is both a gift and a gut punch. The gift side is easy to see. Tasks that used to chip away hours of my week—meeting summaries, drafting proposals, designing training outlines, or even helping brainstorm ideas—can now be offloaded. Suddenly, the time drain of repetitive cognitive tasks is handled by what feels like a ridiculously overqualified assistant. One that never sleeps, never complains, and never asks for a raise. From original article: https://diamantinoalmeida.substack.com/p/will-an-llmchatgpt-ever-become-agi For managers and leaders, that in itself can be transformative: more time to focus on strategy, more time to connect with people, more time to …  ( 7 min )

Copilot no Excel: finalmente o assistente que você sempre quis O Copilot no Excel te ajuda a analisar, transformar e explicar dados com linguagem natural. Dá pra criar fórmulas, gerar insights, montar gráficos e até entender o que uma planilha gigante tá tentando te dizer — sem precisar ser mestre em Excel. É a integração do Microsoft 365 Copilot com o Excel — um copiloto de IA que entende seus dados e interage por texto natural. Você digita o que quer saber ou fazer, e ele responde com fórmulas, análises, explicações, insights visuais e muito mais. “Mostre os produtos que mais venderam em 2025” O Copilot varre sua tabela e já traz o ranking de vendas, inclusive com gráfico. “Adicione uma coluna de crescimento percentual entre janeiro e junho” Sem fórmula complicada, ele já cria e preen…  ( 6 min )

Quer colocar um bot esperto funcionando no Teams, site ou app? O Copilot Studio te permite fazer isso rápido e sem escrever código. Bora criar um copiloto básico juntos! Antes de começar, você vai precisar de: Uma conta corporativa Microsoft 365 com acesso ao Copilot Studio Permissão para usar Power Platform Uma ideia do que seu copiloto deve fazer (responder FAQ? consultar um sistema?) Acesse o portal Vai em https://copilotstudio.microsoft.com e clique em “Criar Copilot” Escolha nome e idioma Ex: Suporte RH Bot e Português (Brasil). Escolha sua fonte de conhecimento Você pode adicionar: Uma URL (ex: página de FAQ) Um arquivo (PDF, Word…) Um banco de dados (como Dataverse ou SharePoint) Configure os tópicos principais O Copilot já vai sugerir perguntas com base no conteúdo. Ex: “Como solicitar férias?” “Qual o valor do VR?” Na aba lateral, clique em “Testar” e mande perguntas pro bot. Já funciona! Publicar no Teams Clicou em “Publicar” > “Adicionar ao Teams” e pronto! Seu copiloto tá ao vivo. O que dá pra evoluir depois? Adicionar fluxos com lógica condicional Integrar com APIs via Power Automate Usar variáveis de contexto para diálogos mais personalizados Criar conexões com bancos de dados externos ou APIs REST Conectar a um GPT privado (via Azure OpenAI) Controle de acesso com Azure AD Logs de uso e visibilidade por Power Platform Admin Center Seus dados ficam dentro do tenant Microsoft (sem enviar pro ChatGPT ou GPT-4 da OpenAI sem controle) https://copilotstudio.microsoft.com https://copilotstudio.microsoft.com https://learn.microsoft.com/en-us/training/ https://powerautomate.microsoft.com Seu copilot já está no ar — e isso sem escrever uma linha de código. Obrigado pela sua leitura!  ( 6 min )

O Copilot Studio roda com a segurança do Microsoft 365, respeita permissões do AD, oferece logs, rastreamento e controle sobre o que seu copilot acessa e como ele responde. Neste post, mostro os pontos-chave de segurança e o que todo dev/solução precisa considerar. Tudo acontece dentro da infraestrutura Microsoft Cloud, ou seja: Está sob o mesmo guarda-chuva de segurança do Microsoft 365 É integrado com Azure Active Directory (AAD) Os dados são mantidos dentro do tenant da organização Nada é enviado para fora (ex: não vai pro ChatGPT público) O Copilot Studio respeita: Permissões do Dataverse, SharePoint, Teams, etc Se o usuário não tem acesso a uma fonte (ex: biblioteca interna), o Copilot também não verá esses dados Você pode limitar quais usuários podem usar ou editar determinado copilo…  ( 6 min )

Building agentic applications is powerful-but the complexity level starts to rise. Things like managing context, wiring actions, and giving agents reliable access to documentation can eat up time before you even get to shipping features. Not to worry, that's where the new Vibe-Coding Server comes in. What is the Vibe-Coding Server? The Vibe-Coding Server, built on MCP (Model Context Protocol), gives coding agents structured access to both CopilotKit documentation and actual code examples from the repos. Instead of dumping entire pages or manually tagging docs every time, the server automatically fetches only the relevant snippets. This means: Faster responses, more efficient development Lower token usage Better context for your agents With the Vibe-Coding Server in place, you can layer in agentic features Together, they move your agent from being conversational → operational. See it in action here and for better video quality, on YouTube: I recorded a walkthrough of the Vibe-Coding Server in action- including generated code examples, actions, readables, and the drop-in chat component, so you can see how everything fits together. Would love to hear what you're connecting MCP to! Follow CopilotKit on Twitter and say hi, and if you'd like to build something cool, join our Discord.  ( 6 min )

Hi everyone! After a long break, I here with a awesome method from JavaScript. When you visit websites, you often see different colors that make them look attractive. Did you know you can make your webpage change colors randomly with just a few lines of JavaScript? Today, I learned how to generate random colors using hex codes in JavaScript. Let me explain step by step. Colors on the web can be written in different ways, and one of the most popular formats is hexadecimal (hex) colors. A hex color starts with #. It is followed by 6 characters. These characters can be numbers (0–9) or letters (A–F). 👉 Example: #FF0000 = Red #00FF00 = Green #0000FF = Blue Since each position has 16 possibilities (0–9 and A–F), there are more than 16 million possible colors! To generate a random hex color, we…  ( 6 min )

Hey everyone I have created a Random Background Color Changer using JavaScript. This is a fun beginner-friendly project that changes the background color of the webpage every time you click a button. What I Did Created a simple HTML page with a button. Wrote a JavaScript function that generates random HEX color codes. Applied that random color to the background of the page when the button is clicked. Steps I Followed HTML Structure Added a that calls the changecolor() function when clicked. Gave the an id so we can easily target it in JavaScript. Define HEX Digits HEX colors are made from numbers 0–9 and letters A–F. I stored them in an array called color. Random Generator Function Wrote a random() function that picks a random digit from the array. Build a HEX Code Started with #. Used a loop to add 6 random characters to form a complete HEX code (like #12ABF3). Change Background Color Used document.querySelector("#body").style.backgroundColor = hexa; This updates the background color each time the button is clicked. How It Works You click the button. JavaScript runs the changecolor() function. A random HEX color is generated. The color is applied as the new background of the webpage. Every click gives a fresh new color  ( 6 min )

HTML Setup Used a simple HTML structure with a inside a centered container. Title is set as ColorFlipper. CSS Styling Full height body with no margin. Flexbox (display: flex; justify-content: center; align-items: center;) to center the button. Styled button with padding, font-size, border-radius, background, and hover pointer. DOM Selection Event Listener btn.addEventListener('click', colorChanging); -So every time the button is clicked, background color changes. Color Array let color=[0,1,2,3,4,5,6,7,8,9,"A","B","C","D","E","F"]; Random Generator Function Wrote a helper function random() that: Uses Math.random() to generate a random number. Multiplies it by array length. Uses Math.floor() to round it down to an integer. Returns one random item from the array. Hex Code Creation Started with let hexa = "#". Used a for loop to run 6 times (since a hex code has 6 characters). Appended 6 random values from the color array to form something like #3A5F9C. Apply New Color document.querySelector('body').style.backgroundColor = hexa; !!......That’s it! We just built a simple yet cool JavaScript Color Flipper using DOM, events, and randomness.....!! Thanks for reading, and I’ll be back with another fun JavaScript project. See you soon!  ( 6 min )

In a classroom in Putnam County, Tennessee, something remarkable is happening. Lance Key, a Future Ready VITAL Support Specialist, watches as his students engage with what appears to be magic. They're not just using computers or tablets—they're collaborating with artificial intelligence that understands their individual learning patterns, adapts to their struggles, and provides personalised guidance that would have been impossible just a few years ago. This isn't a pilot programme or experimental trial. It's the new reality of education, where AI agents are fundamentally transforming how teachers teach and students learn, creating possibilities that stretch far beyond traditional classroom boundaries. The journey from basic educational technology to today's sophisticated AI agents represen…  ( 19 min )

Part 1 of 6 in the "Surveilr Deep Dive" series Picture this: It's Monday morning, and your organization is facing a compliance audit. The auditors want to know about every file that contains sensitive data, every email with external attachments, every system configuration change in the last quarter. Your team scrambles across dozens of tools, exports from multiple systems, and spends weeks manually correlating data that should be instantly queryable. What if I told you there's a tool that turns ANY file, email, or system resource into queryable SQL data in minutes? Meet Surveilr – the open-source platform that's revolutionizing how organizations approach compliance, security monitoring, and resource surveillance. Before we dive into the solution, let's acknowledge the problem. Modern orga…  ( 9 min )

🔥 The Complete Guide to AI-SEO in 2026: 6 Factors That Matter Most AI search engines like Google SGE (Search Generative Experience), Perplexity, and ChatGPT Browse are changing the way people consume information. So, how do you make sure your site is the one AI pulls data from? Here are the 6 major factors that decide whether search engines and AI models trust your content. Technical SEO (Crawlability & Indexability) Before ranking or summarizing your content, Google bots and AI scrapers need to find and read your pages. Key elements: Sitemap.xml → Lists all pages & last updated date. Use next-sitemap in Next.js to auto-generate. Robots.txt → Controls what crawlers can access. User-agent: * Page speed / Core Web Vitals → Optimize for LCP, CLS, FID. Mobile-friendliness → Respons…  ( 7 min )

Hace unas semanas decidí migrar mi portfolio de React a Astro. La decisión no fue fácil, pero los resultados han superado mis expectativas. Te cuento mi experiencia y las optimizaciones que implementé. Mi portfolio original estaba construido con React y, aunque funcionaba bien, tenía algunos problemas: Bundle size: Demasiado JavaScript para una página estática SEO: Problemas con el renderizado del lado del servidor Mantenimiento: Cada cambio requería rebuild completo Performance: Lazy loading manual y optimizaciones complejas npm create astro@latest porfolio.dev cd porfolio.dev npm install Los componentes de React se convirtieron fácilmente a .astro: --- // Antes: React component const ProjectCard = ({ project }) => { return {project.title} {project.title} Implementé un sistema de lazy loading inteligente: Lighthouse Score: 95 → 99 First Contentful Paint: 2.1s → 0.7s Bundle size: 45% reducción Build time: 3x más rápido Hot reload: Instantáneo Deployment: Automático con Netlify Astro es perfecto para portfolios: Estático por defecto, interactivo cuando lo necesitas Los componentes .astro son más simples: Menos boilerplate, más legible El ecosistema es maduro: Tailwind, TypeScript, todo funciona perfectamente Ahora que tengo la base sólida, planeo: Implementar un blog técnico (¡como este!) Añadir más proyectos Optimizar aún más el SEO La migración a Astro fue una de las mejores decisiones que tomé para mi portfolio. No solo mejoró el rendimiento, sino que también hizo el desarrollo más agradable. ¿Has migrado algún proyecto a Astro? ¿Qué experiencia tienes? Me encantaría leer tus comentarios. ¿Te gustó este post? Sígueme en GitHub o vista mi portfolio para más contenido técnico.  ( 6 min )

A practical tutorial to create an intelligent chatbot using Node.js, Express, and OpenAI API — including frontend integration and deployment. 👉 Read here  ( 5 min )

Being a good manager is not about having all the answers. It’s not about being the smartest person in the room. A good manager is someone who helps their team do great work. They are a person who creates a space where people feel happy and valued. This kind of manager builds a team that works together, a team that is happy and wants to stay. You don't need to do big, complex things to be a good leader. The best managers do small things every day. They have simple habits that add up over time. These small acts make a huge difference. They build trust, they show respect, and they make the team stronger. This guide is a playbook for any manager. It offers simple, daily habits you can start today. These are not hard or fancy. They are just smart, human things to do. They will help you build a …  ( 10 min )

Learn how semantic tags improve structure, SEO, and accessibility — complete with examples and best practices. 👉 Read here  ( 5 min )

Ok this project is built to eventually be submitted to the Real-Time AI Agent Challenge. This web application pulls news headlines, it is given to an LLM that is tweaked to exhibit different view points. After this it gets sent as a post on the app for everyone to see. No one can make a post, but they can comment and show if they agree with the opinion of the model. Currently this app is like 80 percent there. i just need to setup authentication and the design. I really want to see this app atleast get 100 people on it. So please let others know.  ( 5 min )

This tutorial shows how to create embeddings from Wikipedia articles using Gaia nodes. We'll download articles about the 2022 Olympics, split them into sections, and create embeddings using Gaia's OpenAI-compatible API. Collect Wikipedia articles about 2022 Olympics Split documents into searchable chunks Create embeddings using your own Gaia node Store results in a CSV file Install required packages: pip install mwclient mwparserfromhell pandas tiktoken openai Here's the complete code that implements the workflow: import mwclient import mwparserfromhell import os import pandas as pd import re import tiktoken from openai import OpenAI # Configure constants GAIA_NODE_URL = "https://llama8b.gaia.domains/v1/" CATEGORY_TITLE = "Category:2022 Winter Olympics" WIKI_SITE = "en.wikipedia.org" MAX…  ( 8 min )

Ever wondered how Instagram or Netflix never crash, even with millions of users? Host a personal website Build projects Practice machine learning Run heavy code even if your laptop is slow In short, AWS removes many of the challenges we face as students. Limited storage? Use AWS cloud space. Want to take your project live? Host it in minutes. Worried about data loss? AWS keeps it secure. Compute → The “brain” where apps run Storage → An online hard drive to keep files safe Databases → Store & organize information Networking → Connect everything like roads in a city AI & ML tools → Try image recognition, speech-to-text, and more—without building from scratch. Security → Protects your data at every step So, the next time you use Netflix, Instagram, or any large-scale app, remember—AWS is working silently in the background. And the best part? You and I can explore the same technology today. Has anyone here tried AWS credits for student projects?  ( 6 min )

Picking a QR code generator shouldn’t take weeks. Most small businesses need to create on-brand codes, edit links after printing (dynamic), and see what’s working without learning a complex system. This guide gives you a practical decision framework and a shortlist that maps to common needs. Editability: Will you need to change the destination later? Measurability: Do you need scan analytics (time, device, location)? Branding & print: Crisp vector files with your logo and colors? Control & growth: Folders, roles, custom domains, or integrations later? Budget: Can you start free, then scale sanely? The QR Code Generator (TQRCG) pairs speed with substance: dynamic editing, easy branding, built-in analytics, and print-ready exports. The flow is simple enough that non-technical users can ship …  ( 8 min )

Introduction to Rolling Updates in DevOps In the era of digital transformation, delivering software swiftly and reliably is paramount. DevOps, as a cultural and technical paradigm, champions continuous integration and continuous delivery (CI/CD). Among the arsenal of deployment strategies, rolling updates have emerged as a cornerstone for achieving zero-downtime releases, especially in large-scale distributed systems. What Are Rolling Updates? Rolling updates involve incrementally replacing instances of an application or service with new versions, ensuring that the system remains available throughout the process. Unlike full redeployments, rolling updates minimize disruption by updating a subset of nodes at a time, thus maintaining service continuity. Why Use Rolling Updates? Zero Downtime…  ( 7 min )

Paper business cards have been a networking staple for centuries, but the way we connect has evolved. Since 2020, digital-first networking has taken off, and free digital business cards have become a popular way to share information instantly and sustainably. A recent study even shows that 72% of professionals now prefer digital cards over traditional paper ones. This shift isn’t just about convenience. Free digital business cards offer real advantages such as easy editing, professional customization, eco-friendly sharing, and basic analytics to track interactions. With so many platforms available, though, it can be difficult to know which free option is right for you. In this guide, we’ll compare the best free digital business card platforms in 2025, highlight what they offer, and help yo…  ( 8 min )

Arrays are one of the most fundamental data structures in programming, and mastering array methods can significantly improve your efficiency and code readability. Whether you're working with JavaScript, Python, or other languages, understanding these key methods is essential. 1. forEach() 2. map() 3. filter() 4. reduce() 5. find() 6. some() and every() some() checks if at least one element meets a condition. every() checks if all elements meet a condition. 7. includes() 8. sort() 9. slice() and splice() slice() returns a portion of an array without modifying it. splice() modifies the original array by adding/removing elements. 10. flat() and flatMap() flat() flattens nested arrays. flatMap() maps and flattens in one step. Conclusion Mastering these array methods will make your code more concise, readable, and powerful. Whether you're manipulating data, searching through elements, or transforming arrays, these tools will streamline your workflow and help you write more elegant solutions.  ( 6 min )

As developers, we pour weeks (sometimes months) into training AI models, writing smart contracts, or scaling apps. But there’s a question we rarely ask ourselves: 👉 How much of that code do we actually own? Think about it: Your logic often runs on cloud platforms you don’t control. Your models live behind opaque APIs you can’t fully verify. Your execution depends on servers you don’t own. At the end of the day, are we really creating assets — or just renting infrastructure? What if ownership meant more than just having source code in a repo? ✅ Have an on-chain identity (with transparent proof it’s yours). That’s the vision we’re building at haveto.com, where developers can deploy AI models and functional logic directly on-chain, using the languages they already know (Python, Go, Rust, etc.), without having to rewrite everything in Solidity. This shifts AI from being “just code” to being: A revenue-generating asset Fully owned by its creator Transparent and verifiable (outputs you can trust) It means developers and startups aren’t just pushing code anymore, they’re creating digital assets with real value. 💭 If your AI models and logic could live fully on-chain, with proof of ownership and direct monetization, how would that change the way you build? 👇 Share your thoughts, I’d love to hear from the dev.to community. 🔗 haveto.com  ( 6 min )

Microsoft Defender for Cloud is Microsoft’s cloud-native security platform that helps protect workloads across Azure, on-premises, and multi-cloud environments. Step By Step to configure Microsoft Defender for Cloud Enhanced Security Features for Servers Step 1: Enable Microsoft Defender for Servers Step 2: In the Management section, select Environment settings. step 3 select Environment settings. Step 4 In the Settings blade, under Defender plans, expand Cloud Workload Protection (CWP). step 5 change the Status from Off to On, then click Save. Step 6 To review the details of Microsoft Defender for Servers Plan 2, select Change plan  ( 6 min )

🚀 30+ AWS Lab Challenge – Part 1: Hosting with Elastic Beanstalk After earning my AWS Certified Developer – Associate certification 🎓, I wanted to push myself beyond just theory. That’s why I started a personal challenge: 30+ AWS Labs — one service at a time, hands-on, step by step. This is Part 1 of that challenge: AWS Elastic Beanstalk. Think of Elastic Beanstalk as a gardener for your app. You bring your app (like seeds 🌱). Beanstalk plants it, waters it, and makes sure it grows in healthy soil (servers, scaling, monitoring). You don’t need to worry about the hard stuff like EC2 setup, load balancers, or scaling. AWS does that for you. It’s one of the easiest ways to deploy apps on AWS without being a DevOps expert. 1️⃣ Create a React app For this lab, I used Lovable…  ( 6 min )

Shib RSI Bollinger Bands Support Resistance has become a hot topic among crypto traders today. Many investors watch these tools because they help show where Shiba Inu’s price may move next. Simple signals like support, resistance, RSI, and Bollinger Bands can guide traders to make smarter choices. When these tools work together, they can reveal hidden market secrets that often surprise even experienced investors. They will break down how Shib RSI Bollinger Bands Support Resistance works, why traders are paying close attention, and what it could mean for Shiba Inu’s future. Shib RSI Bollinger Bands Support Resistance combines a few simple methods that traders use to read the market. Each part gives its own signal: The RSI in Shib RSI Bollinger Bands Support Resistance helps traders know if …  ( 8 min )

The cloud has transformed how we build, scale, and innovate, but it’s also a magnet for increasingly cunning cyber threats. As organizations lean into hybrid and multi-cloud architectures—92% of IT leaders now manage such setups—the stakes for protecting data have never been higher. In 2024, cloud breaches surged by 75%, with over 80% of companies grappling with at least one significant incident.The global cost of cybercrime is projected to reach $10.5 trillion by the end of 2025, with cloud vulnerabilities fueling much of that damage. As a developer who’s wrestled with securing cloud pipelines, I’ve seen how quickly a single oversight can spiral into chaos. Misconfigurations, now blamed for 99% of cloud security failures, are a glaring reminder that old-school defenses fall short. The rea…  ( 8 min )

Apple’s iOS ecosystem is one of the most lucrative and fast-growing mobile markets worldwide. With millions of active iPhone and iPad users, businesses can’t afford to overlook this premium audience. To build seamless, high-performance applications, many organizations choose to Hire iOS App Developers who are skilled in Apple’s official programming language, Swift. Since its introduction in 2014, Swift has become the foundation of modern iOS development. Known for its speed, security, and flexibility, it has replaced Objective-C as the go-to language for creating apps for iPhone, iPad, Apple Watch, and even macOS. For businesses aiming to stay competitive, bringing on experienced Swift developers is a must. Swift isn’t just another programming language; it’s designed to deliver speed, safe…  ( 7 min )

🚀 From DSA to Deployment: What a Real Full-Stack Job Interview Looks Like in 2025 Hadil Ben Abdallah for Final Round AI ・ Aug 25 #webdev #programming #productivity #interview  ( 5 min )

(This is Part 2 of my journey. If you haven't read it yet, start with Part 1 here!) Last time, I performed a small miracle: I built, trained, and got a GPT model to generate text using only pure JavaScript. I went through the trenches of debugging gradients, battled NaN values, and ultimately ended up with a working model. It was proof that the fundamental concepts of AI are accessible right in the browser. But a question lingered in the back of my mind: "What if...?" What if I needed performance comparable to a native application? What if I wanted the strict typing and safety that JavaScript can't offer? What if I wanted to turn this educational project into a true high-performance experimental testbed? The answer to all these questions was the same: Rust and WebAssembly. RustyGradi…  ( 8 min )

Angular 20 isn’t just another version bump. It’s the biggest transformation since the jump from AngularJS to Angular 2. With Signals, Zoneless mode, smarter SSR, modern template syntax, and even AI-powered developer tools, this release redefines what building with Angular feels like. Released on May 28, 2025, Angular 20 is a statement: this is how modern web development should look in the next decade. Fine-grained reactivity made simple Signals are Angular’s answer to the problems developers have battled for years—manual change detection, complex OnPush strategies, and unpredictable UI updates. Before (manual change detection): export class TodoComponent { todos: Todo[] = []; constructor(private cdr: ChangeDetectorRef) {} addTodo(text: string) { this.todos.push({ id: Date.now()…  ( 8 min )

Read the original article：What Can You Create with Particle Animation in HarmonyOS? What Can You Create with Particle Animation in HarmonyOS? Introduction Particle animation is a technique used to create dynamic visual effects like fire, smoke, rain, or explosions by animating many small particles. Each particle can be customized in terms of position, speed, direction, and color, enabling rich, interactive visuals. HarmonyOS provides a flexible API for building particle animations, allowing developers to control particle behavior, lifespan, and motion. This is especially useful for enhancing UI, games, or multimedia apps with engaging effects. 1. Realistic Effects 2. Customizability 3. Lightweight Animations Let's create emitterProperties! An emitter in particle animation is a…  ( 7 min )

After stepping back from the "I will never give up" AI issue, I decided to tackle a more fundamental problem: the sync between spec-story-task-test. The question became: which part should be the authoritative source for requirements, examples, API specs, and how do we manage spec updates without creating chaos? From my experience, here's how development typically works: PO builds a document with requirements (or skips to the next step) Split to stories: Either common stories or platform-specific stories (backend, web, mobile) Developers create dev tasks (or work directly under stories) Implementation begins Changes happen during development - but requirements/stories don't always get updated Unsync occurs: If no spec exists, stories (or code) become the source of truth Change requests crea…  ( 14 min )

Dynamic Programming (DP) is the crown jewel of interviews — especially at Expedia where optimization, state transitions, and recursive problem solving are core skills. This blog is your one-stop DP handbook: from basics → classics → advanced problems. DP = Overlapping Subproblems + Optimal Substructure Recursion → Brute force (exponential) Memoization (Top-Down) → Cache results, cut overlap Tabulation (Bottom-Up) → Iterative, space-optimized // Recursion + Memoization class Fibonacci { static int fib(int n, int[] dp) { if (n <= 1) return n; if (dp[n] != -1) return dp[n]; return dp[n] = fib(n-1, dp) + fib(n-2, dp); } public static void main(String[] args) { int n = 10; int[] dp = new int[n+1]; Arrays.fill(dp, -1); System.o…  ( 8 min )

In today’s fast-paced digital world, speed is everything. Whether you’re building a fintech platform, an e-commerce store, or a social app, users expect instant responses. But as your application grows, database queries and heavy computations can slow things down. That’s where caching comes into play. Think of caching like having a photocopy of a document: instead of rewriting the entire report (expensive database query), you just pull out the copy (cached data). Much faster, right? Laravel makes this super easy with its built-in caching system. Reduce database load → Expensive queries run less often. Speed up APIs → Responses can be served in milliseconds. Save resources → Lower CPU and memory usage, better scalability. The result? A faster, smoother experience for your users. Lara…  ( 7 min )

Graphs are everywhere — social networks, routes, dependencies, airline pricing, Expedia’s bread and butter 🛫. This blog covers the most important graph algorithms you’ll need for interviews. 📌 Use BFS to find shortest path in an unweighted graph. import java.util.*; public class BFS { public static void bfs(int V, List> adj) { boolean[] visited = new boolean[V]; Queue q = new LinkedList(); q.offer(0); visited[0] = true; while (!q.isEmpty()) { int node = q.poll(); System.out.print(node + " "); for (int nei : adj.get(node)) { if (!visited[nei]) { visited[nei] = true; q.offer(nei); } } } } …  ( 9 min )

How to automate contributor operations without writing backend code Decentralized organizations were meant to break free from bureaucratic overhead. Yet, most DAOs today still rely on manual systems that mirror Web2 operations: bounties tracked in spreadsheets, proposals handled via Discord threads, and rewards issued after someone manually verifies a task. Smart contracts may govern treasury access, but contributor workflows? They’re often stitched together with Notion pages and human memory. The result is a coordination bottleneck. As DAO membership scales, so does the chaos. Without an operational backbone, decentralized work feels more like a group chat than an ecosystem. The problem isn't your tooling. It's your infrastructure. Smart contracts are powerful — but they're not workfl…  ( 8 min )

Greedy strategy = make the best local choice at each step with the expectation of achieving the global optimum. 📌 Maximize number of non-overlapping meetings. import java.util.*; public class ActivitySelection { public static int maxMeetings(int[][] intervals) { Arrays.sort(intervals, (a, b) -> a[1] - b[1]); int count = 0, end = -1; for (int[] interval : intervals) { if (interval[0] >= end) { count++; end = interval[1]; } } return count; } public static void main(String[] args) { int[][] intervals = {{1,2},{3,4},{0,6},{5,7},{8,9},{5,9}}; System.out.println(maxMeetings(intervals)); // 4 } } ✅ Time Complexity: O(N log N) 📌 Trains arrival/departure schedule → mi…  ( 8 min )

When creating composite indexes for queries in MySQL, the correct order of columns is crucial for performance optimization. We often focus on columns with higher cardinality and place them first in the index, assuming it will boost performance. Example: Tasks Table Consider a tasks table that stores details of tasks assigned to users, with a large volume of data: SELECT * FROM tasks WHERE user_id = ? AND creation_date BETWEEN ? AND ?; A typical approach might be to create an index like this: (creation_date, user_id) But cardinality is not the only factor to consider when creating composite indexes. A wrongly ordered index can lead to significant performance issues, such as slower queries and even full table scans. Although creation_date might have high cardinality, the query structure (equality vs. range vs. sorting) plays a significant role in determining the optimal index order. Since user_id is used in an equality condition, it should come first in the index as it is highly selective. The range condition on creation_date (e.g., BETWEEN ? AND ?) should follow because range conditions are less efficient than equality checks. (user_id, creation_date) Start with equality filters, followed by range filters, and end with columns used for sorting. Without sorting inclusion, MySQL may have to perform an extra sort on the result set. Always test with the specific queries using production data and EXPLAIN plan to find the optimal index for your workload.  ( 6 min )

WTF is this? Quantum-Inspired Computing Edition Hey there, tech-curious folks! Are you tired of feeling like you're stuck in a quantum loop of confusion whenever someone mentions "quantum-inspired computing"? Well, buckle up, because today we're about to demystify this buzzworthy term and make it ridiculously simple to understand. What is Quantum-Inspired Computing? Imagine you're trying to find a specific book in a massive library. A classical computer would search through the shelves one by one, checking each book's title and author until it finds the right one. A quantum computer, on the other hand, would somehow magically search all the shelves simultaneously and find the book in an instant. Yeah, it's like that. Quantum-inspired computing is a fancy term for "using classical computers…  ( 8 min )

U morst koffie, een rugzak staat even in de regen of er komt condens in de behuizing na een koude fietstocht. Het lijkt mee te vallen, tot het scherm begint te knipperen of het toetsenbord vreemd reageert. Bij MacBook waterschade is tijd cruciaal. Vloeistof geleidt stroom, laat zouten achter en veroorzaakt corrosie die uren later al zichtbare schade oplevert. Wachten vergroot de reparatieomvang en daarmee de kosten. Blueapple legt uit wat u nu doet, hoe wij diagnosticeren en waarom snel en zorgvuldig handelen het verschil maakt tussen herstel en herbouw. Het juiste eerste kwartier beslist vaak over de uitkomst. Dit is het enige lijstje dat u echt hoeft te onthouden bij MacBook waterschade: Corrosie is geen plotselinge explosie; het is een chemisch proces dat doorloopt zolang vocht en zoute…  ( 8 min )

The way businesses deliver content is changing fast. Traditional CMS platforms can’t keep up with today’s multichannel demands, from apps and websites to IoT and AR/VR. In this guide, we explore what a headless CMS is, why it’s revolutionizing digital content, and how it unlocks new opportunities for organizations. In today’s hyper-connected world, businesses face mounting pressure to deliver content seamlessly across websites, mobile apps, social media, and emerging digital platforms. Customers expect consistent, up-to-date information whether they’re browsing on a laptop, scrolling on a phone, or interacting with a smart device. Traditional Content Management Systems (CMS) often struggle to meet these modern content delivery challenges – they can create silos, slow down updates, and li…  ( 9 min )

In the evolving realm of open‑source AI frameworks, the ideal platform blends modularity, transparency, and developer‑centric design—empowering creators to shape intelligent agents that are both expressive and dependable. Imagine a framework that not only supports flexible integration of external tools and structured workflows, but also subtly embeds mechanisms for behavioral self‑validation, contextual consistency checks, and guided reasoning paths. Such a design fosters agents that feel both polished and predictable—not through rigid prompt engineering, but via an architecture that prioritizes explainability and fine‑grained control. This vision ensures that as applications scale and evolve, the logic behind their outputs remains clear, adaptable, and firmly aligned with stakeholders’ ex…  ( 11 min )

On Previous i enter in world of DDD now i will continue on backend side widh more DTOS and Infrasctrure which is main Part 1 with second sub part. As business logic we continue with Mentor and User , so we go on next level <?php namespace App\Application\Mentor\DTOs; readonly class MentorDTO { public function __construct( public int $id, public string $title, public array $expertise, public string $availability, public ?string $avatar = null, public string $bio, public string $technicalBio, public string $mentoringStyle, public string $audience, ) {} } On the second DTo we got <?php namespace App\Application\Mentor\DTOs; readonly class MentorProfileDTO { public function __construct( public in…  ( 6 min )

Some hackathons are about flashy apps and “move fast, break things” energy. But others are about building tools that heal, uplift, and empower communities. Empower Hacks 3.0 fell firmly into the second category and that’s exactly why I loved being part of it. This time I had the privilege of opening the event with a seminar talk — a hands-on session showing participants how to run local development kits and train AI models without expensive infrastructure or cloud credits. For me, this wasn’t just a technical demo. It was a way to make AI accessible to anyone curious enough to experiment. Hackathons can feel intimidating, especially when you hear about GPU clusters, enterprise pipelines, or massive datasets. Many professionals assume innovation is out of reach unless you have deep pockets …  ( 8 min )

1. String in Java Immutable: Once created, the value of a String object cannot be changed. Thread-safety: Since it’s immutable, it is inherently thread-safe. Speed: Slower when doing multiple modifications (because each change creates a new object). Memory: Stored in String Constant Pool (SCP) if created using literals. Objects created with new go to the heap. Example: String str1 = "Hello"; // stored in SCP String str2 = new String("Hello"); // stored in heap Here, modifying str1 or str2 will create a new object instead of changing the existing one. Mutable: Values can be changed after creation. Thread-safe: Methods are synchronized, which makes it safe to use in multi-threaded environments. Speed: Slower than StringBuilder due to synchronization. Memory: Stored in heap. Example: St…  ( 6 min )

U wilt zekerheid voordat er één schroef is gedraaid: wat kost het, hoe lang duurt het, en wie is waarvoor verantwoordelijk? Een goed offerteproces beantwoordt die vragen, nog voordat de planning vaststaat. In deze gids leest u stap voor stap hoe Nourloodgietersbedrijf het aanpakt wat u van ons mag verwachten, wat wij van u nodig hebben en hoe we samen tot een voorspelbare opdracht komen. Zo haalt u het meeste uit installatiebedrijf-breda, zonder verrassingen achteraf. Alles begint met context. Tijdens de telefonische of digitale intake brengen we doel, situatie en randvoorwaarden in kaart: gaat het om vervanging (cv, boiler, sanitair), uitbreiding (extra groepen, warmtepompboiler) of nieuw werk? U ontvangt direct een checklist van foto’s en gegevens die ons helpen: merk/type, bouwjaar, act…  ( 8 min )

Okay, imagine this: you’re playing with blocks. You stack one block, and—boop!—another block magically appears on top. Then another. Then another. You don’t have to keep picking up new blocks; the tower just builds itself. That’s basically what Zapier does for your computer life. It’s like having a magic helper who sees the first thing you do (the Trigger) and then runs off to finish the rest (the Actions)—without you lifting a finger. The Toy Train Trick Think of Zapier like a toy train. The first car moves, and suddenly the whole train follows behind. Trigger car = something happens (like “you got an email”). Action cars = what follows (like “save the picture to Google Drive” or “tell Slack you got mail”). You just push the first car, and Zapier handles the rest. Easy-peasy. Boring Grow…  ( 6 min )

Ever felt like you're writing the same function over and over, just with different types? Welcome to the world of TypeScript generics – where code reusability meets type safety in perfect harmony. Imagine you're building a toolbox. Instead of having separate hammers for nails, screws, and pins, wouldn't it be amazing to have one universal hammer that adapts to whatever you're working with? That's exactly what generics do for your code. Generics allow you to create reusable components that work with multiple types while maintaining type safety. Think of them as type variables – placeholders that get filled in when you actually use the function, class, or interface. Let's start. Say you want to create a function that returns the first item from an array: function getFirstString(items: strin…  ( 8 min )

Okay, let’s be real. Automating something that takes 6 minutes a day sounds dumb. “Bro, why spend 6 hours on this?” But hear me out—this is peak efficiency energy. 6 minutes a day = 42 minutes a week = ~36 hours a year. You just unlocked a whole work week of free time. That’s binge-watching a season, hitting the gym consistently, or finally working on that side hustle. And honestly? It’s not just about saving time. It’s about saving mental bandwidth. Those tiny repetitive tasks eat away at your focus like TikTok scrolling at 2 AM. Automating them means your brain is free for the big stuff—creativity, strategy, or plotting world domination (responsibly ofc). So yeah, maybe you’ll grind for 6 hours now to set up that Zapier workflow, write that Python script, or configure that tool. But future-you will thank you when you’re sipping coffee while your computer does the boring part. Automation isn’t about being lazy. It’s about being smart lazy—and that’s the real cheat code to leveling up.  ( 5 min )

Step into the future with Cytonic, a next-gen platform enabling true blockchain interoperability. Build smarter with Cytonic Ink, empowering developers to create flexible dApps across chains. Leverage Cytonic AI for automated insights and smarter security. Protect your assets through advanced Cytonic Security measures, while Cytonic Analytics delivers deep, actionable data for DeFi and NFT strategies. Unlock new possibilities on cytonic.biz – where modular tech meets seamless connectivity!  ( 5 min )

Modern software development focused on building the components faster and in a predictable manner requires seamless collaboration between the development and operations teams. When properly designed and executed it leads to a very efficient, flawless, and less exposed to vulnerabilities software, being at the same time a door opener for continuous deployments to various environments. DevOps, as a combination of engineering and best practices, builds competitive advantage and business value. Nowadays with the great support from communities the role of open source software brings a high dynamic to a software development life cycle (SDLC). The code base is evolving fast and on a daily basis which brings the burden of having things always tied up. Hence, the automation of separate steps in the…  ( 9 min )

Network Security Protocols: A Deep Dive into IPSec and SSL/TLS Introduction In today's interconnected world, secure communication over networks is paramount. Businesses and individuals rely on the internet to transmit sensitive data, making it a prime target for eavesdropping, data manipulation, and impersonation. Network security protocols provide the foundation for secure communication by encrypting data, authenticating parties involved, and ensuring data integrity. Two of the most widely used network security protocols are IPSec (Internet Protocol Security) and SSL/TLS (Secure Sockets Layer/Transport Layer Security). This article provides a detailed exploration of these protocols, examining their features, advantages, disadvantages, and practical applications. I. IPSec (Internet Proto…  ( 9 min )

OverType, a lightweight JavaScript library that creates perfect markdown editing with an invisible textarea overlay technique. Key features: 82KB minified size (10x smaller than alternatives) Perfect mobile keyboard and touch support Native browser features like spell check and autocorrect Zero dependencies with single-file integration Global theming with Solar and Cave built-in options Great for developers who need reliable markdown editing without the complexity of larger editors. Works with React, Vue, or vanilla JavaScript. 👉 Blog Post 👉 GitHub Repo 👉 Live Demo  ( 5 min )

The Rust ecosystem has emerged as a powerhouse for high-performance web development, offering developers the unique combination of memory safety, blazing-fast execution speeds, and zero-cost abstractions that make it ideal for building scalable web applications. As organizations increasingly recognize the advantages of Rust for backend services, two frameworks have risen to prominence in the competitive landscape of Rust web development: Axum and Actix-web. Both frameworks represent excellent choices for modern web development, each offering distinct approaches to building robust, performant web services while leveraging Rust's inherent strengths. Understanding the nuances between these frameworks becomes crucial for development teams looking to harness Rust's potential for their next web …  ( 8 min )

The Problem – Why Doctors Need Smarter Transcription Physicians spend up to six hours a day on clinical documentation, often more time than they spend with patients. Traditional transcription systems are: Slow and delay critical workflows. Error-prone, especially with complex medical jargon. Lacking built-in compliance for HIPAA/GDPR. Adding more clicks and screens instead of simplifying tasks In 2025, AI-powered transcription is shifting this paradigm, allowing doctors to talk naturally while AI creates real-time, accurate, and compliant notes, freeing physicians to focus on care instead of clerical work. Why Most Solutions Fail to Gain Adoption Despite AI’s promise, many medical transcription tools miss the mark due to: Subpar Accuracy (85–90%): Standard speech-to-text systems fail w…  ( 7 min )

GitOps and DevOps are two terms that get thrown around in conversations, job specs or in tech blogs all the time. They sound similar though. They are both part of the modern software practices and yes sometimes they get mixed up, but they are not the same thing. Let’s break it down. DevOps is a way of working. DevOps brings development and operations teams together, to deliver software faster, more reliably and with fewer silos. Instead of the developers writing code and then throwing it over the wall to the IT operations teams, the DevOps practice promotes and encourages collaboration from day one. Part of DevOps is also bringing in automation and tools like CI/CD pipelines to speed things up and catch problems earlier. DevOps is a culture or a mindset. It’s not a single tool or pl…  ( 6 min )

TL;DR (yes, read this first): You’re debugging a production incident at 2 a.m. You’re laser-focused on the logging pipeline, but your app is actually failing because of a stale TLS certificate. You missed it because your attention was doing a great job… at ignoring everything else. That mismatch — attention helping you and attention hurting you — is the Awareness Paradox. It shows up in ORs, rocket launches, interviews, and chatbots. And if you design systems (or lead teams), you need to turn this paradox into a tool, not a trap. Start simple. In the famous “Invisible Gorilla” experiment, people counting basketball passes often failed to notice a person in a gorilla suit walking through the scene. inattentional blindness — not a bug of human willpower, but a fundamental property of attent…  ( 10 min )

As indie hackers, makers, and developers, we all share a common pain: too many tools, too much noise. Sometimes, you don’t need a bloated SaaS with a hundred features. Sometimes, you just want a simple, minimal, no-BS tool that solves your problem. That’s the idea behind JustSimple.tools – a curated directory of lightweight, no-frills tools for indie hackers, developers, and creators. I’ve been building indie projects for a while, and I noticed that: I waste hours testing tools that promise a lot but deliver little. I often need something fast, clean, and distraction-free. Many “all-in-one” platforms are overkill when I just need one feature. So I started collecting tools that are minimalist by design — and that’s how JustSimple.tools was born. Think of it as your personal …  ( 6 min )

What is EUDR and Why Should You Care? The European Union Deforestation Regulation (EUDR) is a game-changing environmental law that came into effect in June 2023. It's designed to stop the import of products that contribute to deforestation and forest degradation worldwide. But here's the kicker: it affects any business that imports or exports certain commodities to/from the EU market. EUDR covers seven key commodities: Timber and wood products Coffee and cocoa Soybeans and palm oil Beef and leather Rubber products If your business deals with any of these products, you're now legally required to prove they're "deforestation-free" through comprehensive due diligence statements. Failure to comply can result in hefty fines, product seizures, and even market exclusion. This is where www.eudr-…  ( 13 min )

Peanuts feed their ego in linear time Hi! I'm Asparagos — an asparagus who codes in Go. Here you’ll find everyday problems that a typical veggie might struggle with — and my Go solutions to them. Today we are solving the problem of The Smartest Peanut in the Neighborhood 🥜. Remember how the walnuts once tried to find out who was the smartest? Now it's the peanuts' turn, though their approach is a bit different. Peanuts don't care about being the smartest among all nuts. They just want to feel smarter than their nearby neighbors. You’re given the cleverness levels of peanuts planted in a row. For each group of k consecutive peanuts, determine which peanut is the smartest. Is it a hard nut to crack? A slice of integers — each integer represents the cleverness level of a peanut in the row. k…  ( 8 min )

💡 “I can see it… but why can’t they?” That’s the silent frustration millions of visually impaired users experience daily. Imagine landing on a beautifully designed website only to find that the “Sign Up” button blends into the background. You squint. You zoom. You guess. Eventually, you leave. This is where color contrast steps in—not as a fancy design trick, but as a gateway to accessibility, usability, and inclusion. In today’s digital world, accessibility isn’t optional—it’s essential. Whether you’re a web developer, UI/UX designer, or digital entrepreneur, understanding and applying proper color contrast can mean the difference between a design that excludes and one that welcomes everyone. Why Color Contrast Matters According to the World Health Organization (WHO), at least 2.2 billio…  ( 7 min )

Key Reasons Developers Are Switching Performance & Speed: Pair APIs with SSR/SSG in frameworks like Next.js or Nuxt for fast, SEO-friendly sites. Omnichannel Delivery: Create content once, publish to web, mobile, kiosks, even IoT. Scalability: API-first architecture plays nicely with microservices and cloud. Developer Freedom: Use React, Vue, Svelte, or anything else without CMS theme lock-in. Security: Decoupled content layer reduces attack surface on the public frontend. Popular Headless CMS in 2025 Builder io — visual editing + developer-friendly API. Sanity io — real-time collaboration and flexible schemas. Strapi — open-source and highly customizable. Contentful — mature ecosystem and enterprise features. Payload CMS — self-hosted option for full control. When Headless Might Be Overkill You only need a tiny brochure site and won’t iterate much. No developer time is available to wire up a frontend. Discussion RW Infotech helps teams implement headless CMS and modern web apps without the bloat.  ( 6 min )

In competitive programming and interviews, range queries (like "find sum of elements from index L to R" or "find minimum in a subarray") are extremely common. Naïve solutions often take O(n) per query, which is too slow for large inputs. To handle millions of queries efficiently, we use Segment Trees and Fenwick Trees. You’re given an array of numbers and must support operations like: Range Sum Query: sum(L, R) Range Minimum/Maximum Query: min(L, R) Point Updates: update a single index efficiently Represent the array as a binary tree, where each node stores information about a segment (range). Build time = O(n), Query & Update time = O(log n). class SegmentTree { int[] tree; int n; SegmentTree(int[] arr) { n = arr.length; tree = new int[4 * n]; // safe size…  ( 8 min )

Prefix and suffix techniques are foundational in competitive programming and interview DSA problems. They allow us to preprocess arrays or strings for fast queries, range operations, and optimized solutions. In this blog, we’ll explore the most asked prefix & suffix problems, break them down, and solve them in Java with clean code snippets. Problem: Given an array, answer multiple range sum queries efficiently. Approach: Precompute prefix sum array prefix[i] = prefix[i-1] + arr[i]. Answer range queries in O(1). class PrefixSum { public static void main(String[] args) { int[] arr = {2, 4, 6, 8, 10}; int n = arr.length; int[] prefix = new int[n]; prefix[0] = arr[0]; for (int i = 1; i < n; i++) { prefix[i] = prefix[i-1] + arr[i]; …  ( 8 min )

Why Kubernetes Matters for AI (Setting the Stage) Let's be honest: I've worked in multiple deployments and AI workloads differ from standard web applications. Deploying a large language model, recommendation engine, or GPU-intensive computer vision pipeline is far harder than operating a React frontend or a small backend service. These devices use a lot of resources, including GPUs, TPUs, large memory pools, quick disc I/O, distributed clusters, and incredibly efficient auto-scaling. That's precisely what Kubernetes (K8s) is for. Fundamentally, Kubernetes functions as a traffic cop, power grid, and app repair system. It ensures that resources are allocated equitably, that containers do not collide, and that when something dies—which is inevitable in AI—it simply spins it back up. Put ano…  ( 17 min )

When you're running any public-facing service—even in a homelab—you may eventually run into hostile traffic, including potential DDoS (Distributed Denial-of-Service) attempts. One simple but effective first step is blocking known malicious IP addresses. This SafeLine WAF rule library focuses on blacklisting IPs that were flagged for repeated suspicious traffic. It’s perfect for self-hosters, hobbyists, or small teams looking to keep unwanted requests off their network. Immediate mitigation: Stops repeat offenders before they consume resources. Early defense layer: Useful before implementing more advanced DDoS mitigation. Good for small deployments: Lightweight rule set, easy to maintain for homelabs or self-hosted apps. The Rule in SafeLine Rule library name: Suspected DDoS IP addresses Applies to: SafeLine v7.3.0 and above Lists: Whitelist: None Blacklist: 1 Blacklist Rule: Name: DDoS source IPs Match type: Source IP equals Example IPs (truncated): 111.193.229.85 221.218.208.93 111.196.184.203 ... 125.34.19.241 221.216.132.195 (Use the full list in your SafeLine console.) Open your SafeLine WAF management console. Create a new IP-based rule under your target policy. Add the listed IPs to the blocklist (source IP equals). Save and deploy. Important Notes Keep it updated: Threat IPs change constantly. Update your blocklist regularly. Combine with other measures: IP blocking alone won’t stop a large-scale DDoS. Consider rate limiting, geo-blocking, and upstream protections. Test before deploying: Especially important if you’re unsure about false positives. Join the SafeLine Community If you continue to experience issues, feel free to contact SafeLine support for further assistance. GitHub Repository Official Docs Discord Community  ( 6 min )

GitHub Home It was another Black Friday. At 3 AM, my phone started screaming like crazy. 😱 It wasn't my alarm; it was the monitoring alert. Our flagship e-commerce service, the system we had poured six months of hard work into, had crumbled like a paper house in the face of peak traffic. CPU at 100%, memory overflows, and logs filled with timeout errors. 💸 That night, we lost millions in sales and, more importantly, our users' trust. It was one of the darkest nights of my career. 🔥 From that day on, I understood a principle: performance is not an option; it is the lifeline of a service. As an old-timer who has been in the coding world for nearly forty years, I've seen too many teams make mistakes when it comes to performance. They are either too optimistic, believing that "hardware will…  ( 9 min )

Binary trees are one of the most fundamental data structures in computer science. Beyond basic traversals like inorder, preorder, and postorder, interviewers often test advanced problems such as: Left View Right View Top View Bottom View Level Order Traversal Zigzag Traversal In this blog, we’ll implement each of these with clean, modular Java code. We’ll start with a simple TreeNode class: class TreeNode { int val; TreeNode left, right; TreeNode(int val) { this.val = val; left = right = null; } } 👉 The left view contains the first node visible at each level when the tree is viewed from the left. import java.util.*; public class BinaryTreeViews { // Left View public List leftView(TreeNode root) { List result = new Array…  ( 8 min )

In the rapidly evolving world of AI, agents are becoming the driving force behind automating complex tasks across industries. These intelligent systems do more than just respond—they reason, act, and automate workflows. If you're looking to dive into the world of AI agents and harness their power, now is the perfect time. AI agents are more than your typical chatbots. While a chatbot might respond to your questions, an AI agent can process information, make decisions, and take actions autonomously. Imagine telling an AI agent to plan a trip, and instead of just recommending hotels, it checks weather forecasts, books the best deals, and sends you an itinerary—all without needing your input. This autonomy is changing the way businesses operate. The rise of AI agents is a game changer. Their …  ( 7 min )

Enabling Selenium Automation on High-Security Websites: Our Success Story As automation enthusiasts, we often face challenges when working with websites that employ robust bot-detection mechanisms to prevent automated abuse. In this blog post, we'll share our experience in overcoming these obstacles and successfully automating a US Visa website using Selenium. The Goal – How We Did It Our goal was to enable Selenium automation on the US Visa website, which is notoriously strict when it comes to detecting and blocking bots. The challenge was to develop an automation strategy that could reliably interact with the website without triggering bot-detection mechanisms. Product – Strategy & User Challenges To achieve our goal, we identified several key areas that required attention: Detection of …  ( 6 min )

这篇我们跳出 GDAL 的范围，讨论一下 emscripten 的特性。 在计算机中，文件系统 File System 一种以文件方式管理和访问数据的方式。数据存储在形形色色不同的硬件设备中，每种不同的设备访问数据的方式都不一样，文件系统将这些晦涩难懂的数据管理和访问抽象成统一的接口，用户就可以在不了解物理设备参数的情况下，通过一个个简单的文件管理和访问存储在上面的数据。不同的操作系统各自在不同时期发展出不同的文件系统，比如 Linux 支持 ext 、ext2 等，Windows 支持 NTFS 、FAT32 等，Mac OS 支持 HFS+ 、APFS 等，它们之间并不完全兼容。 为了能在不同的类 UNIX 操作系统之间运行软件， IEEE 制订了 POSIX 标准，Linux 基本上遵循了 POSIX 规范，包括文件系统。Linux 通过 ​​VFS（Virtual File System）​​ 层实现了抽象，VFS 是内核中的一个软件层，它为所有不同类型的文件系统提供了一个通用的接口。应用程序和系统调用只与 VFS 交互，由 VFS 将操作路由到具体的文件系统驱动（如 ext4, ntfs）。 为什么要介绍 Linux 和 POSIX ？原因有 2 ： 绝大多数算法库都在兼容 POSIX 的文件系统的操作系统中编译 emscripten 的文件系统受到了 Linux 兼容 POSIX 的启发 操作系统为应用程序提供文件访问的库函数，在 C/C++ 中，这个库是 libc/libc++ 。库函数进一步封装了文件系统的操作细节，操作文件变成了操作文件句柄，这样做的好处有： 减少系统内核调用 方便兼容不同的操作系统 简化操作 假设要在 C 程序中读取一个文件，流程是 打开文件 -> 读取数据 -> 关闭文件 ： #include #include …  ( 7 min )

Imagine this: you’ve just built the perfect system for your business. Everything runs smoothly, the workflows are efficient, and the users are happy. But six months later… new requirements pop up. The market changes, customer expectations rise, and suddenly your “perfect” system starts breaking under pressure. That’s the reality of building for businesses. Needs evolve faster than we expect. The key isn’t to design a “final” system—it’s to design systems that adapt, grow, and evolve with your business. Let’s explore how you can build systems that stay relevant, scalable, and future-ready. Instead of designing one giant, rigid structure, think of your system like LEGO bricks. Each component should be modular, easy to replace, upgrade, or expand. Avoid tight coupling. Loose connections m…  ( 7 min )

Summary Palette Box is the ultimate tool for solo developers to effortlessly capture web colors, create mood-based palettes, and enhance their design process. Palette Box, designed for solo indie developers, allows you to extract colors from any webpage with a single click, enabling you to build custom palettes seamlessly. Organize colors based on moods or projects, export palettes in various formats, and access them across different design tools, enhancing your creative workflow. Effortlessly identify and save color schemes from the web, streamline your design process, and unleash your creativity with Palette Box. Extract colors from webpages with a single click Organize colors into mood-based palettes Export palettes in multiple formats Seamlessly integrate with popular design tools ## Best For Quickly capture colors for inspiration Create consistent color schemes for projects Enhance design workflow and productivity ## Quick Start Install Palette Box Chrome extension Navigate to a webpage with desired colors Click on the Palette Box icon to capture colors Organize and save colors into custom palettes Export palettes for seamless integration with design tools ## Pro Tips Use shortcut keys for quicker color extraction Experiment with different color combinations for unique palettes Regularly update and organize your color library ## Coupon Use code PALETTEBOXFREE3MONTH for 3 months free. ## Next Steps Discover the power of Palette Box today! Use code PALETTEBOXFREE3MONTH for 3 months free.  ( 6 min )

The Art of Starting: A Journey Through the Power of Hello Ah, the age-old question: how are you? It may seem like a simple inquiry, but have you ever stopped to think about the profound impact it can have on our interactions with others? The way we respond, or even initiate, with this seemingly innocuous phrase can set the tone for an entire conversation. In this blog post, we'll delve into the world of greetings and explore the power of "hello" in shaping our connections with others. The Origins of Hello Before we dive into the benefits of hello, let's take a step back and examine its humble beginnings. The word "hello" has its roots in Old English, specifically from the phrase "hailo," which was used to greet someone at a distance. Over time, this greeting evolved, influenced by various …  ( 7 min )

Looking for the best V0 alternatives in 2025? V0 (by Vercel) is a powerful AI web app builder that turns prompts and Figma files into UI components, Next.js apps, and prototypes. It’s fast, intuitive, and works well for developers who love staying in flow. However, like most AI coding tools, V0 has its limitations. Customization can be tricky, scaling costs add up, and you’ll often encounter AI hallucinations that still require manual fixes. The good news? A growing demand for AI app builders and developer platforms is stepping up, offering: Production-ready code Full-stack support Mobile apps GitHub sync One-click deployment In this post, I’ll explore 11+ best alternatives to V0 that help you: Generate frontend + backend code ready for production Prototype faster with real-tim…  ( 9 min )

Agency work feels intense. Projects move quick. Clients demand more. Deadlines never wait. Teams feel pressure from all sides. Productivity drops. Profit margins shrink. Why does this happen so often? Across 100 agency audits, three collaboration mistakes stood out. These mistakes are not complex, but they are costly. I watched teams waste twelve hours weekly on fixing communication breakdowns. I saw missed deadlines through schedules, forcing agencies to rework whole projects. The cost? An average of $50,000 each year, this is average number-lost to inefficiencies, project delays, and tired teams. This is a practical guide for agency professionals. If you want your team to get more done, spot these mistakes early. Learn how to fix them using clear systems, the right tools, and proper te…  ( 10 min )

Endpoints are the devices employees use to connect to your company’s network, such as laptops, smartphones, tablets, and even IoT devices. These devices are essential for daily work, but they also create a significant challenge for IT teams when it comes to managing and securing them. As your organization grows and more devices are added, keeping track of them all becomes harder. Endpoint management, paired with a solid IT Hardware Asset Management strategy, plays a key role in solving this issue. When endpoint management is neglected, these devices can become security risks, complicate compliance efforts, and lead to unnecessary costs if not properly tracked and maintained. Endpoint management (EM) is the process of overseeing and securing all the devices that connect to a company’s netwo…  ( 10 min )

Hey dev.to community! I'm excited to announce that I've open-sourced AI-Powered Code Review Action – a GitHub Action that leverages state-of-the-art AI models like Gemini and OpenAI GPT-4 to automate your pull request code reviews. 🔌 Pluggable Architecture: Easily add new/experimental AI providers. 🎯 Smart Filtering: Select files for review using flexible include/exclude glob patterns. 📦 Chunking Support: Handles large diffs by splitting them into chunks. 🎨 Customizable Rules: Add your own review rules and priorities. 💰 Cost Tracking: Monitor token usage and estimated API costs. 🔒 Secure: API keys are never logged; only diffs are sent to AI providers. 📊 Detailed Reports: In-depth review statistics and reporting. Provider Status Model Notes Gemini ✅ Ready gemini-1.5-flash Fast…  ( 6 min )

In today’s fast-paced world, managing health has become just as important as managing our daily schedules. With people juggling work, family, and personal commitments, remembering to take medicines on time can be challenging. That’s where medication software steps in. This technology is changing the way patients, caregivers, and healthcare professionals handle prescriptions, reminders, and treatment plans. In this complete guide for 2025, we’ll explore what medication software is, why it’s important, and how it benefits patients and providers alike. Medication software is a digital solution designed to help individuals manage their prescriptions and overall medication schedules. Instead of relying on handwritten notes or manual tracking, this software provides an automated and reliable sys…  ( 8 min )

When working with data warehouses, one question comes up often: how do we give context to raw numbers? That’s where dimensions come in. They provide the “who, what, where, and when” around facts. For example, a sales figure of ₹50,000 on its own doesn’t mean much. Add product type, customer details, and location — suddenly the number tells a story. In any data warehouse, there are two key table types: Fact Table → Stores the actual numbers like sales, revenue, or quantity. Dimension Table → Stores descriptive details such as product name, customer ID, region, or time. Common Types of Dimensions Here’s a quick breakdown of the major dimension types you’ll see in real-world projects: Conformed Dimension – shared across multiple reports (like Date or Customer). Junk Dimension – groups small indicators (payment status, return flag). Degenerate Dimension – no separate table, lives in fact table (e.g., invoice number). Role-Playing Dimension – one dimension used in multiple roles (Order Date, Ship Date). Slowly Changing Dimension (SCD) – tracks changes over time (customer address history). Snowflake Dimension – normalized into sub-tables (Product → Category → Department). Outrigger Dimension – linked to another dimension (Store → Region). Inferred Dimension – placeholder row created when some data is missing. Why It Matters Dimensions aren’t just theory — they’re how industries build reports, dashboards, and decision systems. From e-commerce tracking customer behavior to healthcare monitoring patient records, dimensions make analytics possible. If you’re exploring data engineering or analytics, practicing dimension design is a great starting point. For hands-on learning, check out Learning Labb and try building your own data models.  ( 6 min )

🔹 Problem: 3000. Maximum Area of Longest Diagonal Rectangle Difficulty: #Easy Tags: #Array #Math You are given a 2D integer array dimensions where dimensions[i] = [li, wi] indicates that the iᵗʰ rectangle has a length of li and a width of wi. Optimized Strategy: It's just a simple conditional maximization problem. We need to calculate the diagonal and area for each rectangle and keep track of the maximum diagonal and corresponding maximum area. ⚙️ Code Implementation (Python) # Brief comment about the approach class Solution: def areaOfMaxDiagonal(self, dimensions: List[List[int]]) -> int: mdiag = -1 marea = -1 for l, w in dimensions: diag = l**2 + w**2 area = l*w if diag > mdiag or (mdiag == diag and area>marea): mdiag = diag marea = area return marea Time: O(n) where n is the number of rectangles in dimensions Space: O(1) constant space ✅ What concept or trick did I learn? Simple iteration with conditional checks to maintain maximum values. 💡 What made this problem tricky? Ensuring to check both diagonal length and area correctly. 💭 How will I recognize a similar problem in the future? Look for problems that require maximizing or minimizing values based on multiple criteria. [x] Could I solve this without help? [x] Did I write code from scratch? [x] Did I understand why it works? [x] Will I be able to recall this in a week? Metric Value Day 66 Total Problems Solved 429 Confidence Today 😃 / 😐 / 😣 Leetcode Rating 1530  ( 6 min )

Episode 1: The Data Adventure Begins Act 1: Setting the Scene — MongoDB Setup Act 2: Rolling Out the Cast — Insert Records Act 3: The Rating Royalty — Top 5 Businesses Act 4: The Good Word Mystery Act 5: Reviews Spotlight — A Business Tale Act 6: The Plot Twists — Update & Delete Exporting the Chronicles By the end of our Yelp Reviews MongoDB journey, we had: 💡 This hands-on journey mirrors real-world data engineering workflows — from ETL to insights, data maintenance, and exporting essential data products. Stay tuned for more seasons of MongoDB exploration and data adventures!  ( 6 min )

Mobile performance testing is now essential to delivering high-quality mobile applications in a fast-paced digital environment. Users expect fast, streamlined, and responsive mobile experiences. Therefore, it is essential to ensure the app “performs” well across different devices, operating systems, and network conditions, which is the main focus of mobile performance testing. Mobile performance testing measures and improves a variety of performance aspects, including application load time, responsiveness, resource usage, and efficiency with power consumption and battery. Performance testing identifies performance bottlenecks early and provides a better user experience across all aspects of the test. As mobile applications become more complicated and resource heavy with additional features…  ( 9 min )

Welcome to My Little Corner of the Internet! Hey there, friend! It's so great to have you stop by and say hello. I'm thrilled to be sharing my thoughts, experiences, and passions with you in this little corner of the internet. How Are You, Really? As we dive into this conversation, I want to take a moment to ask: how are YOU really doing? Is life treating you kindly, or are there some bumps along the way that you're navigating? Whatever your answer may be, please know that you're not alone. We all have our struggles and triumphs, and it's okay to share them with someone who cares. My Story As for me, I'm just a regular person trying to make my mark on this crazy world. I've had my fair share of ups and downs, but I believe that every experience – good or bad – has helped shape me into the …  ( 6 min )

🚨 Lost Your Android Keystore File? Here’s What You Can Do in 2025 Imagine it’s release day. Android Studio is open, coffee is ready ☕, and suddenly: ERROR: Keystore file not found That was me not too long ago. I thought my app was dead. No updates. Game over. 😅 But here’s the twist: If you’ve enabled Google Play App Signing, you can recover — by generating a new keystore, exporting a certificate (PEM), and requesting a reset in Play Console. Why losing your .jks file isn’t always the end How Google Play App Signing can save your app The exact commands for creating a new keystore (macOS + Windows) Exporting a PEM file and submitting it to Google My real-life example (panic → recovery → lessons learned) 👉 I’ve broken it all down with step-by-step commands and code in my full Medium article here: https://medium.com/@vaibhav.shakya786/keystore-lost-app-dead-not-anymore-heres-the-play-store-fix-you-need-in-2025-24b6d03a7ea3  ( 6 min )

Target SDK Updates Are Breaking Apps in 2025 — Here’s the Fix Google Won’t Tell You It was a normal Tuesday. Coffee in one hand, Android Studio in the other. I hit Build → Generate APK… and 💥 my app imploded. A rejection email from the Play Store popped up: “Your app must target API level 35 (Android 15) or higher to publish.” Every year, Google bumps the Target SDK requirement. And in 2025, failing to target Android 15 (API 35) means one thing: rejection. But bumping the SDK isn’t just a number change — it breaks real features. When I bumped my booking app from API 31 → API 34 (Android 14), chaos unfolded: ❌ Location-based hotel search stopped working (background location restrictions) ❌ Flight reminder notifications didn’t show up (background restrictions) ❌ Camera froze during ID upload (foreground service changes) What should’ve been a one-hour update turned into a 3-day bug marathon. Here’s what actually worked for me: 📖 Read the Android 15 behavior change docs carefully 🛠️ Used Android Studio’s Migration/Upgrade Assistant 📱 Tested on real devices, not just emulators ⚡ Fixed edge-to-edge layouts & new permission flows That’s just scratching the surface. I’ve shared the full step-by-step checklist and code snippets in my Medium article 👇 👉 Read the full story here Target SDK bumps aren’t optional anymore — ignore them and you’re out of the Play Store. But with the right prep, testing, and tools, it doesn’t have to be a nightmare. ☕ Just another Tuesday for Android devs. What’s the worst SDK update that ever broke your app? Drop your war story in the comments 👇  ( 6 min )

GitHub Home In our toolbox, there are always a few "star" tools. 🛠️ In the realm of real-time web communication, WebSocket is undoubtedly the brightest star. It's powerful, supports bidirectional communication, and has become the "default answer" for almost all real-time needs. So, when a product manager comes to you and says, "Hey, we need a dashboard that updates in real-time!" the first thing that pops into many programmers' minds is: "Okay, let's use WebSockets!" But, wait a minute. ✋ As an old-timer who has been navigating this world for decades, I want to ask: do we always need a "Swiss Army knife" to peel an apple? 🍎 I've seen too many scenarios where a simple feature that only requires unidirectional data push from the server to the client—like site notifications, stock price upd…  ( 9 min )

When dealing with large datasets in Laravel applications, client-side rendering can quickly become inefficient. In this article, I'll demonstrate how to implement server-side DataTables processing from scratch without relying on packages like Yajra Laravel DataTables. While packages provide convenience, building your own implementation offers: Complete control over the data processing pipeline Better understanding of the underlying mechanics No dependencies on third-party packages Customized to your specific application needs Our implementation consists of: Backend Service - Handles data processing and filtering Controller - Processes AJAX requests View - Contains the DataTable HTML structure JavaScript - Configures and initializes the DataTable First, let's create a dedicated service to h…  ( 8 min )

Ask Me Anything: AI, Prompting & Writing Jaideep Parashar ・ Aug 26 #ai #learning #career #ama  ( 6 min )

Over the last 30 days, I’ve been sharing my journey here on dev.to: Building AI-powered workflows Publishing 40+ AI books Lessons from running ReThynk AI Practical prompts for business, productivity, and branding The support and engagement from this community has been incredible — so today, I want to turn the spotlight on you. What You Can Ask Me I’m opening this thread as an Ask Me Anything (AMA). AI & prompt engineering Writing & publishing books with AI Learning faster & staying consistent as a creator Building an AI-first business (without coding) My work at ReThynk AI and projects like UrbanGuard AI, supply chain optimisation, and more Personal branding & thought leadership with AI How I’ll Respond I’ll answer your questions directly here in the comments with: Clear, practical advice Example prompts you can copy-paste Resources (books, templates, videos) when useful Think of this as your free strategy session on AI, writing, and productivity. Final Thought This AMA is my way of saying thank you to the dev.to community for all the support. Let’s make this a space where we learn, share, and grow together. 📌 Next Post: “7 Ways Small Businesses Can Start Using AI Today” — practical use cases for entrepreneurs who don’t know where to begin.  ( 6 min )

Two years ago I made a simple Elm package to scratch my own itch, named agj/elm-knobs. I wanted a simple interface to tweak constants dynamically in order to see how they affect a visual algorithm (which was just a project I was working on for fun; I'll post about it if I actually get around to finishing it). I found a few packages that get close to what I wanted, but nothing matching precisely my needs, so I just coded the thing and eventually turned it into a simple package. The intended use-case for the package is squarely prototyping, so I didn't put effort into making it look nice or visually versatile. What I did though is add “knobs” (interactive controls) for primitive types (Int, Float, String, Bool) and a few non-primitives. The way it works is through a Knob a type value, where…  ( 9 min )

Introduction The use case focuses on managing students, courses, enrollments, and faculty members with related operations. Database Schema Students Table Courses Table Enrollments Table Faculty Table Data Insertion INSERT INTO Students (StudentID, Name, Dept, DOB, Email) alice.johnson@example.com'); INSERT INTO Students (StudentID, Name, Dept, DOB, Email) bob.smith@example.com'); INSERT INTO Students (StudentID, Name, Dept, DOB, Email) cathy.brown@example.com'); INSERT INTO Courses (CourseID, CourseName, Credits) VALUES (101, 'Databases', 4); INSERT INTO Enrollments (EnrollID, StudentID, CourseID, Grade) VALUES (1, 1, 101, 'A'); Table Alterations and Constraints ALTER TABLE Students ADD PhoneNo VARCHAR2(10); ALTER TABLE Courses ADD CONSTRAINT chk_credits CHECK (Credits BETWEEN 1 AND 5); SQL Queries with Functions and Aggregates Calculating average course credits and counting enrolled students: Sample result: UppercaseName EmailLength SELECT s.Name AS StudentName, c.CourseName, e.Grade Sample result: StudentName CourseName Grade SELECT Dept, COUNT() AS StudentCount Views CREATE OR REPLACE VIEW StudentCoursesView AS Stored Procedure CREATE OR REPLACE PROCEDURE UpdateGrade ( Summary Creating and managing SQL database schemas  ( 7 min )

The AI landscape just witnessed a seismic shift. On July 11, 2025, China's Moonshot AI dropped what many are calling "another DeepSeek moment" with the release of Kimi K2 – a revolutionary open-source AI model that's not just competing with industry giants like GPT-4 and Claude, but actually outperforming them in critical coding benchmarks while costing a fraction of the price. As developers, we've all been there – wrestling with complex codebases, debugging mysterious errors, or trying to orchestrate multi-step workflows that seem to require an army of tools. What if I told you there's now an AI that doesn't just understand your code but can actually execute, debug, and even automate entire development pipelines autonomously? Kimi K2 isn't your typical large language model. Built on a Mix…  ( 10 min )

When working with Google Compute Engine (GCE), storage plays a critical role in performance, durability, and availability of your applications. One of the most commonly used storage types in GCP is the Persistent Disk (PD). This post will walk you through Zonal Persistent Disks and Regional Persistent Disks, their features, and when to use each. Persistent Disks are network-attached block storage that can be attached to VM instances in Google Cloud. Unlike local SSDs, PDs are independent of the VM lifecycle – meaning data remains intact even if a VM is stopped or deleted. PDs can be used as: Boot Disks – To run your operating system. Data Disks – To store application and user data. 1️⃣ Zonal Persistent Disk Data replicated in a single zone. Lifecycle is not tied to the VM instance – you ca…  ( 7 min )

> About Author SafeLine, an open-source Web Application Firewall built for real-world threats. While SafeLine focuses on HTTP-layer protection, our emergency response center monitors and responds to RCE and authentication vulnerabilities across the stack to help developers stay safe. JumpServer is a popular open-source bastion host and operations audit platform, widely adopted for its compliance with 4A standards. In September 2023, the JumpServer team released a patch for a critical flaw: CVE-2023-42820. This bug made it possible to predict the verification code for password resets, potentially allowing attackers to hijack accounts. Combined with other flaws like CVE-2023-42819, this could escalate to full remote code execution (RCE). The root cause lies in an API design flaw where rand…  ( 6 min )

HTML continues to evolve as the backbone of web content, and the future promises exciting advancements to empower developers with more powerful, semantic, and interactive tools. The upcoming generations of HTML, including anticipated HTML6, aim to enhance not only the structural capabilities but also media integration, AI support, and security. Here is an exploration of the most notable proposed tags and features that are shaping the future of HTML: HTML6 is expected to provide enhanced, built-in support for web components. This means developers will be able to create reusable custom elements that bundle HTML, CSS, and JavaScript more intuitively and efficiently, reducing reliance on external JavaScript frameworks like React or Angular. This advance will make component-driven development s…  ( 7 min )

The life of a programmer is not just about their chair and computer, or the breakfast, brunch, lunch, and afternoon snacks we often see in "A day in the life of a programmer" type videos. read more  ( 5 min )

جافاسكريب من اللغات اللى فيها تفاصيل كتير ممكن تسبب لخبطة لأي مبتدئ او حتي متوسط، واحدة من الحاجات دي هي طريقة تمثيل الأعداد. نفترض انك كتبت كود عشان تسترجع عدد معين ولكن المخرجات في الأخر طلعت نتيجة آخرى. زي المثال ده : let num = 021 console.log(num) // output: 17 (decimal equivalent) الoutput السبب هنا إن جافاسكريب بتفسر العدد حسب الصيغة (literal form) سواء كتبت العدد وجود الصفر في بداية العدد (021) معناه إن الرقم مش عشري وهيتم تحويله، الإستثناء الوحيد هو لما يكون الرقم صفر (0) لوحده ساعتها هيتم طباعته. وعسان تتجنب المشكلة ممكن تستخدم الدالة let number = 255; // 11111111 (ثنائي) console.log(number.toString(2)); // 377 (ثماني) console.log(number.toString(8)); // ff (ست عشري) console.log(number.toString(16)); بالطريقة دي، تقدر تطبع أي رقم بأي نظام عددي بدون أي مشاكل، وتتفادى استخدام الصيغ القديمة اللي فيها صفر في البداية (021) واللي ممكن تعمل لخبطة أو خطأ في الإصدارات الحديثة من جافاسكريبت.​  ( 6 min )

Walter Writes Ai Review Walter Writes AI offers a powerful tool for producing human-like text, ideal for writers who need natural, readable content. It combines AI efficiency with seamless integration of organic writing, providing plagiarism-free outcomes backed by multi-language support. While the interface is user-friendly, challenges like surpassing AI detectors and ensuring originality persist. Enhanced productivity and content strategy are significant, but exploring further insights about its advanced algorithms and impact on writing may deepen your understanding. Walter Writes AI offers a user-friendly interface for transforming AI-generated content into natural, human-like writing. It integrates a plagiarism checker to ensure originality and compliance with GDPR data protection st…  ( 16 min )

*Discord Fonts Generator: Transform Your Text into Stylish Creations In the digital world, communication is no longer just about words—it’s also about how those words look. Discord, one of the most popular platforms for gamers, communities, and professionals, gives users the freedom to connect with each other in real time. However, one thing that often feels limited on Discord is the plain text formatting. That’s where a Discord Fonts Generator comes in. With this simple yet powerful tool, you can transform your boring text into stylish fonts, symbols, and creative designs that make your profile, messages, and server stand out. In this article, we’ll explore what a Discord Fonts Generator is, how it works, its features, benefits, and why it has become a must-use tool for Discord users wor…  ( 8 min )

If you’ve ever tried to read a laptop outside in the sun, you know how quickly a display becomes useless. Now imagine that same problem in a factory, a train station, or inside a vehicle dashboard where information is mission-critical. This is exactly the challenge that high-brightness full-view IPS displays solve. They aren’t just brighter screens—they’re engineered for environments where clarity, durability, and wide-angle readability directly impact usability and safety. In this article, let’s break down the problem, explore how IPS helps, and look at real-world scenarios where this technology is becoming standard. Two issues usually kill display visibility in the field: Brightness limitations – Consumer-grade screens (200–300 nits) vanish under direct sunlight. Viewing angle …  ( 7 min )

Is functional programming really worth learning? Why do so many developers give up halfway? I’ve been writing Python for over three years. I love its clean syntax and the “just run it” simplicity. Functional Programming (FP) is the real elegance. So I picked the “purest” language I could find — Haskell. My expectations: Code would look like math formulas. No messy state, no hidden bugs. Elegant, academic, cutting-edge. Reality: I stumbled even at “Hello World.” I had to understand Monad before I could print to the screen. Want a loop? Sorry, there are no loops in Haskell — only recursion, map, and foldr. For example, in Python I could write: def greet(name): print(f"Hello, {name}") But in Haskell, I had to write: main = do putStrLn "Enter your name:" name <- getLine putStrLn ("H…  ( 9 min )

Developers often deal with data in multiple formats — JSON, CSV, YAML, and yes, XML. While JSON has become the modern standard, XML still powers many APIs, configuration files, and legacy systems. Reading XML in raw form can feel overwhelming, especially when working with deeply nested nodes. That’s why we’ve extended our JSON Viewer Tool to support XML visualization. 🚀 Why Visualize XML? XML is structured but not always human-friendly. Visualizing it helps you: Quickly understand hierarchies and relationships. Spot patterns in large or complex XML files. Transform XML data into interactive graphs and trees for better exploration. Compare XML with other formats (JSON, YAML, CSV) in a single workspace. How It Works Upload your XML file directly into the tool. The viewer automatically parses your XML into a structured format. Explore your data in: Tree View: See the hierarchy clearly. Graph View: Visualize nodes and relationships interactively. Table View: Flatten structured XML for tabular analysis. Use Cases Debugging API responses from XML-based services. Analyzing configurations (like .plist, .svg, or Android manifest.xml). Converting XML data to JSON/YAML for modern applications. Teaching or presenting how XML structures work with diagrams. Final Thoughts Whether you’re migrating from XML to JSON or just need a better way to make sense of complex XML documents, our JSON Viewer Tool makes it easier with clean visualizations Try 👉 jsonviewer.tools uploading your XML file today and instantly turn text into diagrams.  ( 6 min )

A bite‑sized lab that shows exactly how subnets, availability zones, and security groups work together—while you launch a real web server the right way. Terminology note: In AWS these are called Security Groups (SGs). “Network Security Group (NSG)” is the Azure term. We’ll use SG below. What you’ll build A public Nginx web server on Amazon EC2 placed in a specific Availability Zone (AZ) and subnet, protected by a tight Security Group. You’ll prove that SG rules directly control access by toggling HTTP. Mini-architecture Internet ↔ Internet Gateway ↔ [VPC] Step 0 — Plan your placement (Region, AZ, Subnet) Why this matters: Subnets live inside one Availability Zone. Picking a subnet implicitly picks the AZ. You cannot move an instance to another AZ after launch. In the AWS Console, go to VPC…  ( 7 min )

GitHub Home As developers, we all cherish that "flow state." When you're fully focused, code flows from your fingertips, and with every save, the service in the terminal automatically restarts. A quick browser refresh, and your new changes are instantly visible. This immediate feedback loop is one of the most delightful experiences in modern web development. ✨ It makes us feel like we have superpowers, able to create at the speed of thought. In the Node.js world, we have nodemon. In the Rust world, we have cargo-watch. We usually call these tools "Hot-Reload." They are invaluable treasures during the development phase, significantly boosting our productivity. 🏃💨 But, as an old-timer, I have to throw some cold water on you today. 🥶 I want to tell you a dangerous truth: your development s…  ( 8 min )

Configurando ESLint + Prettier + Husky no Angular(20) Gustavo Machado ・ Aug 26  ( 5 min )

O que são cada item e para que serve? Confira a definição e função básica de cada item presente neste artigo, que compõe a arquitetura de um projeto Frontend. É um linter (ou seja, um analisador de código) que percorre o código procurando por problemas. Baseia-se em regras configuráveis, que podem ser habilitadas ou desativadas conforme a necessidade do projeto. Garantir qualidade do código Manter consistência Prevenir bugs Melhorar a manutenção Integração com o fluxo de trabalho O Prettier é um formatador de código opinativo. Ele não analisa regras de qualidade ou possíveis bugs como o ESLint. O foco dele é padronizar a formatação do código automaticamente, sem precisar discutir estilo no time. Formatação consistente Decide automaticamente coisas como: Tamanho da indentação (2 ou 4 …  ( 8 min )

🎬 "Ready to become a Docker chef? In this episode, we’ll write your first Dockerfile — the recipe that creates your own custom container. Simple, step-by-step, with a real app. Let’s cook! 👨‍🍳🍱" A Dockerfile is like a recipe card for Docker. It tells Docker exactly how to build an image from scratch. Just like: A cake recipe includes ingredients and steps A Dockerfile includes base image, dependencies, code, and commands Once Docker reads the Dockerfile, it builds a Docker image, which you can then run as a container. We’ll dockerize a basic Node.js app. my-node-app/ ├── Dockerfile ├── package.json └── index.js index.js (your app): const http = require('http'); const server = http.createServer((req, res) => { res.end('Hello from Docker!'); }); server.listen(3000, () => con…  ( 7 min )

PostgreSQL is one of the most popular relational databases, widely used in modern applications for its reliability and powerful features. Running it inside Docker makes local development and testing much easier, as you can quickly spin up and tear down isolated environments. In this post, we’ll see how to: Run PostgreSQL inside a Docker container. Use Docker Compose for easier setup. Connect to PostgreSQL from your local machine. Running PostgreSQL with Docker You can start PostgreSQL with a single docker run command: docker run --name postgres-container \ -e POSTGRES_USER=admin \ -e POSTGRES_PASSWORD=secret \ -e POSTGRES_DB=mydb \ -p 5432:5432 \ -d postgres:16 --name postgres-container → assigns a name to the container. POSTGRES_USER, POSTGRES_PASSWORD, P…  ( 6 min )

“Without data, you’re just another person with an opinion.” — W. Edwards Deming Whether you’re launching a new feature, redesigning your app, or tweaking a call-to-action button, product decisions can feel like a gamble. What if users don’t like it? What if conversions drop? This is where A/B testing comes to the rescue. It’s one of the simplest yet most powerful tools for making data-backed decisions instead of relying on guesswork. At its core, A/B testing is an experiment. You take two (or more) versions of something, show them to different user groups at the same time, and measure which one performs better. Example: Testing the color of a “Sign Up” button. Version A → Green button Version B → Blue button Version C → Red button If Version B consistently drives more signups, yo…  ( 7 min )

Banyak informasi diluar sana yang berupa teks. Sepotong kode data teks disebut "string". Dalam pembelajaran ini, Anda akan bekerja dengan teks. String dalam Earl perlu diapit oleh tanda kutip: Kita menggunakan tanda kutip untuk memberi tahu Earl bahwa kita sedang bekerja dengan sepotong data teks. String atau disebut dengan teks dapat disimpan dalam variabel: atur :nama: = "Nazwa" Dalam Earl, tanda kutip ganda (") sajalah dapat digunakan untuk mendefinisikan string. Program komputer terdiri dari baris-baris kode. Anda dapat menambahkan baris dan variabel sebanyak Anda butuhkan atau inginkan ke dalam kode untuk memberikan instruksi kepada mesin. atur :nama: = "Nazwa" atur :bahasa: = "Earl" Kode dalam program komputer terdiri dari pernyataan-pernyataan (kata kerja). Pernyataan adalah instruksi yang harus diikuti oleh komputer. Program nyata dapat berisi ribuan pernyataan. atur :nama: = "Earl" atur :hobi: = "Coding" Sekarang kita masuk ke bagian paling mudah dimengerti. Selesai! Sepotong teks disebut string maupun teks. String memerlukan tanda kutip ganda. Perintah/pernyataan/instruksi tampilkan digunakan untuk mengirim nilai ke layar.  ( 6 min )

Recurrent Neural Networks (RNNs): Unlocking the Power of Sequences Have you ever wondered how your phone understands your voice commands, how Netflix recommends your next binge-worthy show, or how Google Translate effortlessly converts languages? The answer, in many cases, lies in the fascinating world of Recurrent Neural Networks (RNNs). Unlike traditional neural networks that process data independently, RNNs are specifically designed to handle sequential data – information where order matters, like text, audio, and time series. This article will unravel the magic behind RNNs, exploring their core concepts, applications, and challenges. Before diving into the intricacies of RNNs, let's establish why sequential data is unique. Consider a sentence: "The quick brown fox jumps over the lazy…  ( 10 min )

I recently had the opportunity to review and make some updates to the foundational chapter of Authorization Academy, Oso’s series of technical guides, entitled What is Authorization? Here’s a brief overview of the key takeaways from this guide. At its core, authorization defines permissions—determining what actions a user or agent may perform on particular resources in your application. These are often bundled under "auth," but they serve distinct roles: Authentication confirms identity. Using a physical world analogy, authentication is like getting into the front door of a house. Authorization decides what you can do once you have been authenticated. Continuing on the analogy above, it determines which rooms in the house you can access once you’re in the front door. Authorization checks can occur at various points: Initial connection or request middleware Web server or router level Business logic layer within the application Database or data-access layer itself The Authorization Academy chapter details each of these approaches. In exploring the different enforcement layers, we use the following framework: Actor - Who is making the request Actions - What are they trying to do Resources - What are they doing it to Later chapters explore common access patterns such as role based access control (RBAC) and relationship based access control (ReBAC). A robust permissions system separates: Data: the resource being accessed Logic: the rules defining permissions Enforcement: where decisions are applied Permissions decisions can be implemented in-app, via centralized services, or using a hybrid architecture. Authorization tends to be invisible to end-users but is foundational for secure applications. Recognizing common authorization patterns—such as centralizing enforcement or maintaining policy separation—makes the logic easier to manage and reason about. I’m looking forward to working on updating the next chapter, and plan to summarize it here!  ( 6 min )

Hi everyone! ## Live Demo ## Repo  ( 6 min )

Introduction In the era of LLMs, specifically in Retrieval-Augmented Generation (RAG), retrieval algorithms play one of the most important roles. The better the retrieval results, the better the context provided to the LLM, and the better the responses it generates. The method of retrieving information is also the backbone of search engines. However, this blog only talks about retrieval specifically for providing context to LLMs. The way it works is by ranking documents based on their relevance to the given query. Retrieval algorithms can be classified based on how the relevance score is computed. A relevance score is a numerical measure that indicates how well a piece of information matches a given query. The two common retrieval methods are: Term-based Retrieval and Embedding-based Ret…  ( 7 min )

TL;DR Hybrid Prompt Chaining combines Gemini CLI (fast context discovery and analysis) with Qwen Code (specialized synthesis and reporting). Benchmarks across six repositories showed it consistently outperforms single-shot prompts with: Up to 72% faster execution 36–83% fewer tokens used 91.7% success rate across tests The result: actionable, project-aware outputs that deliver higher ROI than brute-force single-shot approaches. A CTO friend recently called me frustrated. They’d spent $2,400 on “instant code analysis” AI tools that generated generic templates their senior engineers couldn’t use. Meanwhile, a competitor shipped a new feature in three days, using a workflow my friend had never heard of. That workflow was hybrid prompt chaining, a method that combines the strength…  ( 9 min )

We all have that one bug — the kind that drains your time, patience, and sanity. I recently ran into one, and honestly, it taught me more than any tutorial ever did. I was working on a feature that should’ve been simple: fetching data from an API and showing it on screen. The tutorial I followed covered exactly this. But when I ran my app, the data just wouldn’t show up. No errors, no warnings — just empty placeholders. I checked my API endpoint — it worked perfectly in Postman. Then I looked at my fetch request headers and payload. I triple-checked the state updates and rendering logic. Everything seemed fine. I even cleared my browser cache, just in case. Still, no data. After hours of banging my head against the wall, I slowed down and reread the tutorial — this time paying attention to the small details I had skimmed. That’s when I realized the bug wasn’t in my code but in how I was handling asynchronous state updates. In React, state updates don’t happen immediately. If you try to access the state right after setting it, you might get stale or empty data. I was logging the state right after updating it, expecting the new value, but React hadn’t updated it yet. Patience and paying attention to details beat rushing through tutorials. Tutorials can show you what to do, but they often skip the why. Understanding your tools really matters. Knowing how React schedules state updates saved me from going in circles. Debugging is one of the best ways to learn. That bug pushed me to dig into the docs and experiment, instead of blindly copying code. Lesson Learned At first, that bug felt like a huge setback. But it ended up being one of the best learning experiences I’ve had. Sometimes the hardest problems don’t just test your skills—they sharpen them. So next time you hit a wall, don’t just fix the bug. Step back, dig deeper, and let it teach you something new. Thanks for reading! If you’ve ever had a bug that totally changed how you think about coding, I’d love to hear about it in the comments.  ( 6 min )

GitHub Home I still vividly remember that Friday midnight. I, a man in my forties who should have been at home enjoying the weekend, was instead in a cold server room, the hum of fans buzzing in my ears, and a stream of error logs scrolling endlessly on the terminal before me. What was supposed to be a "simple" version update had turned into a disaster. The service wouldn't start, the rollback script failed, and on the other end of the phone was the furious roar of a client. At that moment, staring at the screen, I had only one thought: "There has to be a better way." We old-timers grew up in an era when the term "maintenance window" was a fact of life. We were used to pausing services in the dead of night, replacing files, and then praying that everything would go smoothly. Deployment was…  ( 11 min )

x.com  ( 5 min )

Memp takes inspiration from human cognition to give LLM agents "procedural memory" that can adapt to new tasks and environments.  ( 9 min )

Anthropic launches a limited pilot of Claude for Chrome, allowing its AI to control web browsers while raising critical concerns about security and prompt injection attacks.  ( 9 min )

Global enterprises Block and GlaxoSmithKline (GSK) are exploring AI agent proof of concepts in financial services and drug discovery.  ( 10 min )

The long awaited image editing model nanobanana from Google, now renamed Gemini 2.5 Flash Image, has finally released to the public.  ( 8 min )

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Labeled for “energy-intensive use cases,” the facilities in Texas, Louisiana and Illinois could support both Bitcoin mining and artificial intelligence workloads.

Commerce Secretary Howard Lutnick the department will begin publish GDP data onchain first, and gradually include other economic data.

To hit $250, SOL needs to see an uptick in onchain activity, demand for buy-side leverage and a resolution of the SEC’s Solana ETF decision.

Ether rallied nearly 5% on Monday, but a true short-term trend reversal hinges on $4,700 flipping back to support.

Massive stablecoin deposits highlight shifting capital flows on Binance, even as Bitcoin whipsawed below $110,000 amid whale-driven selling and heavy liquidations.

Using Monte Carlo simulations and the 200-week moving average, Diaman Partners estimates Bitcoin's next cycle bottom could range from $60,000 to $80,000 by 2026.

Numerai, the Paul Tudor Jones–backed hedge fund powered by crowdsourced AI models, has secured a $500 million commitment from JPMorgan.

Donald Trump Jr. has joined Polymarket’s advisory board as 1789 Capital invests in the platform, tying the prediction market more closely to US politics.

$33 trillion in debt matures in 2026. How will Bitcoin respond to macro forces and credit markets that may impact its future as much as halvings once did?

XRP price contends with short-term sell pressure, but a double-digit drop in its open interest could open the door to a new accumulation opportunity.

“Japan prizes systemic stability above innovation speed, while the US is signaling a bigger market-opening play,” said Startale Group’s Takashi Tezuka.

Ethereum price forecasts range from $7,500 by year-end and up to $20,000 in the most bullish scenarios.

Bitcoin is repeating earlier BTC price behavior, analysis suggests as a Coinbase Premium comeback joins positive ETF flows for a crypto market rebound.

Binance and Tether are eyeing Korea’s stablecoin rules that may boost coins pegged to the South Korean won or strengthen USD dominance.

Tokyo-based Monex Group is weighing the launch of a yen-pegged stablecoin, with its chairman, Oki Matsumoto, citing the need to keep pace in digital finance.

SharpLink has expanded its Ether treasury to almost 800,000 ETH after last week’s $252 million purchase, while also approving a $1.5 billion stock buyback plan.

Developers are sharing stories related to concerning BigQuery pricing strategies, which charged multiple developers with a $5,000 bill for a single query.

Platforms are capping bug bounty rewards to cut costs, creating dangerous incentives that could lead to billion-dollar crypto hacks instead of disclosures.

Bitcoin bulls are still feeling the heat from a giant liquidation cascade — how much can they lose before a BTC price rebound kicks in?

Fidelity and BlackRock led the rebound in spot Bitcoin ETFs on Monday, with FBTC pulling in $65.56 million and IBIT adding $63.38 million.

New Trump-backed SPAC deal creates Trump Media Group CRO Strategy, funded by $1 billion in CRO tokens, cash, warrants and a $5 billion credit line from Yorkville affiliate.

Veteran crypto journalist Jon Rice is back at Cointelegraph, where he will chart a new editorial direction and strengthen newsroom integrity.

Animoca Brands has partnered with Antler’s Ibex Japan to launch a Web3 fund aimed at bringing Japan’s anime and manga IP onchain.

The millionaire leverage trader was liquidated on his latest DOGE position, as he predicted an end to the current market downturn.

Bitcoin’s pullback is flushing weaker hands out, while resilient holders remain focused on the $150,000 technical analysis target in play.

Trump’s firing of Federal Reserve Governor Lisa Cook has sparked a legal standoff and renewed concerns over the Fed’s independence.

Pudgy Penguins, BAYC and Doodles led the decline over the past week, while CryptoPunks held on with only a 1.35% drop.

Ever-evolving cybersecurity efforts are forcing hackers to seek out weak links among human vulnerabilities to fuel an ‘endless war,’ CertiK co-founder said.

Bitpanda decided against a London IPO, with co-founder Eric Demuth citing weak liquidity on the London Stock Exchange.

The meeting comes just as global regulators and traditional exchange associations recently urged the SEC to crack down on tokenized stocks.

Robinhood and Strategy both saw their stock prices sink as they were looked over for inclusion on the S&P 500, which went to Interactive Brokers Group.

Gemini has overtaken Coinbase on the US Apple App Store’s finance category, even though Coinbase reports much higher trading volumes.

UAE’s holdings were previously speculated to be as much as 420,000 Bitcoin from sources such as criminal seizures. The new figures are far less impressive.

Fundstrat’s Tom Lee called out Ether’s bottom as BitMine bought $21 million more during the plunge, bringing total holdings to 1.72 million ETH.

A crypto trader claiming to have $3.1 million unfairly frozen on MEXC claims they were offered to fly to Malaysia in person to address the situation, which they have declined.

While most look at historical patterns and Bitcoin dominance, Bitfinex analysts say that the start of an altcoin season may hinge on the launch of crypto ETFs.

REX Financial CEO Greg King says the crypto market gets dicey “below the top 10” and ETF issuers should carefully choose what tokens to turn into funds.

Altcoins allow developers to test new functions and applications, which eventually make it onto Bitcoin, says American venture capital investor Tim Draper.

Bitcoin plunged to seven-week lows below $109,000 briefly, erasing all gains since the Fed Chair’s Jackson Hole speech on Friday.

French chipmaker Sequans has said it is looking to accumulate 100,000 Bitcoin within five years in an aggressive treasury strategy.

On a typical afternoon, MIT’s new Edward and Joyce Linde Music Building hums with life. On the fourth floor, a jazz combo works through a set in a rehearsal suite as engineers adjust microphone levels in a nearby control booth. Downstairs, the layered rhythms of Senegalese drumming pulse through a room built to absorb its…  ( 43 min )

Growing up in South Central Los Angeles, Junior Peña learned to keep his eyes down and his schedule full. In his neighborhood, a glance could invite trouble, and many kids—including his older brother—were pulled into gang culture. He knew early on that he wanted something else. With his parents working long hours, he went to…  ( 23 min )

As I write in late July, we’re contending with a major tax increase on the annual returns from MIT’s endowment as well as other investments and assets. This new tax burden will strain the resources we use to support research, innovation, and student scholarships and financial aid—the heart and soul of the Institute.  And the…  ( 17 min )

Textiles account for 5% of landfill space—and clothing made with polyester can take up to 200 years to decompose. Massachusetts tackled the problem by banning disposal of clothing and fabrics in 2022. And Infinite Threads, a spinoff of the Undergraduate Association Sustainability Committee, is addressing it by collecting lightly used clothing from the MIT community…  ( 17 min )

Art restoration takes steady hands and a discerning eye. For centuries, conservators have identified areas needing repair and then mixed the exact shades needed to fill in one area at a time. Restoring a single painting can take anywhere from a few weeks to over a decade. Now an MIT graduate student in mechanical engineering…  ( 19 min )

Today, 2.2 billion people in the world lack access to safe drinking water. But the atmosphere contains millions of billions of gallons of water in the form of vapor, and researchers have tried various strategies to capture and condense it in places where traditional sources are inaccessible. Now MIT engineers have improved on that approach…  ( 18 min )

Most people with type 1 diabetes inject insulin to prevent their blood sugar levels from getting too high. However, if their blood sugar gets too low, it can lead to confusion, seizures, and even death. To combat this hypoglycemia, some patients carry syringes of glucagon, a hormone that stimulates release of glucose. Now MIT engineers…  ( 17 min )

A team at MIT and the Scripps Research Institute has made important progress toward vaccines that can protect against HIV, and potentially other diseases, with a single dose. The researchers treated mice with a vaccine that combines two different adjuvants, materials that help stimulate the immune system—one incorporating a compound previously developed by Scripps professor…  ( 17 min )

Anantha Chandrakasan became the Institute’s new provost on July 1, succeeding Cynthia Barnhart, SM ’86, PhD ’88, who announced her decision to step down in February. Chandrakasan, who earned his BS, MS, and PhD in electrical engineering and computer science from the University of California, Berkeley, joined MIT in 1994. Head of the Energy-Efficient Circuits…  ( 17 min )

Empire of AI: Dreams and Night­mares in Sam Altman’s OpenAIBy Karen Hao ’15PENGUIN RANDOM HOUSE, 2025, $32▶ Read MIT Technology Review’s excerpt here. Play It Again, Sam: Repetition in the ArtsBy Samuel Jay Keyser, HM ’97, emeritus professor of linguisticsMIT PRESS, 2025, $30 Data, Systems, and Society: Harness AI for Societal GoodBy Munther A. Dahleh,…  ( 16 min )

On a mission to reduce the environmental impact of manufacturing components, Siemens turned its attention to the design of a robot gripper. Making up just 2% of the robot, the impact of this hand-like device may seem inconsequential. But, reducing its weight by 90% and the number of constituent parts by 84% can save up to 3…  ( 18 min )

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. How these two brothers became go-to experts on America’s “mystery drone” invasion In 2024 alone, 350 known drone incursions were reported over a hundred different US military installations. A lack of coordination or…  ( 21 min )

On a Friday evening last December, every tier of US law enforcement—federal, state, and local—was dispatched to the US Army Natick Soldier Systems Center, a military research installation outside Boston. A squadron of about 15 to 20 drones had been spotted violating the base’s restricted airspace. The culprits could not be found. One retired major…  ( 41 min )

Baafour Asiamah-Adjei ’03 is the founder and CEO of one of Ghana’s largest private power companies, Genser Energy—an entrepreneurial engineer who aims to deliver sustainable energy across West Africa. And he credits MIT with much of his success. But when he was applying to colleges, the Institute wasn’t even on his radar. The son of…  ( 34 min )

Stop me if you’ve heard this one before.  The AI learns it is about to be switched off and goes rogue, disobeying commands and threatening its human operators. It’s a well-worn trope in science fiction. We see it in Stanley Kubrick’s 1968 movie 2001: A Space Odyssey. It’s the premise of the Terminator series, in…  ( 20 min )

Micro Frontend Architecture has become increasingly popular in recent years, as teams look to re-use parts of their existing applications in new projects rather than rebuilding everything from scratch. Micro frontends also allow large teams to share ...  ( 13 min )

Let’s say you’ve built a fantastic machine learning model that performs beautifully in notebooks. But a model isn’t truly valuable until it’s in production, serving real users and solving real problems. In this article, you’ll learn how to ship a pro...  ( 24 min )

Solana, dogecoin, and ether also rallied, while CME crypto futures hit $30B in open interest, signaling growing institutional demand.  ( 28 min )

Democrat Kristin Johnson's exit means the crypto regulator will fall to a single commissioner, Acting Chairman Caroline Pham, as Trump's pick awaits the Senate.  ( 29 min )

The lawmaker's objections over crypto abuses are seen as a major hurdle needing to be cleared before the Senate's crypto market structure bill can move.  ( 31 min )

Investment bank Roth Capital said the move had the potential to "materially re-rate the stock."  ( 26 min )

Derivative milestone comes as spot XRP weathers sharp $2.96–$2.84 swing on 217 million volume and institutional flows step back in.  ( 27 min )

Technical indicators suggest potential for a bullish reversal, though market sentiment remains divided between risks of a breakdown and optimism for a rebound.  ( 29 min )

If approved, the SEC's decision on TRUMP token 's ETF could set a precedent for future ETFs tied to politically-linked digital assets.  ( 27 min )

This follows Gemini’s opening of its first permanent office in London, highlighting the company’s effort to expand its presence in the region.  ( 27 min )

The Solana-based meme coin consolidates near $0.0000205 after a corporate financing deal boosts market confidence.  ( 27 min )

Alongside, Trump Jr. will join the Polymarket advisory board.  ( 27 min )

Traders piled into short positions against WLFI as the Trump-linked DeFi token debuted on Hyperliquid, sending its price tumbling more than 44% in hours.  ( 27 min )

The firm said it has roughly $200 million in untapped cash for further ETH acquisitions.  ( 27 min )

FIL trading volume was 75% above 30-day averages, signaling heightened institutional interest.  ( 28 min )

Since the beginning of June, ether treasury companies and ETH ETFs have purchased a massive 4.9% of the crypto's circulation, the bank's Geoff Kendrick said.  ( 29 min )

Like an athlete who has been on the juice too long, the U.S. economy could start seeing diminishing returns from rate cuts and fiscal spending — and more side effects.  ( 31 min )

Cardano (ADA) was also an underperformer, declining 1.8% from Monday.  ( 23 min )

Bitwise Chainlink ETF aims to provide investors with direct exposure to LINK and has named Coinbase Custody as the proposed custodian for the tokens.  ( 28 min )

Trump Media will buy $105 million in CRO while Crypto.com takes $50 million in DJT stock as part of a partnership that makes the Cronos token central to Truth Social’s rewards system.  ( 28 min )

Institutional inflows are driving ETH's price highs, while retail DeFi activity remains subdued compared to previous cycles.  ( 29 min )

The prospects of sustained recovery appear bleak as on-chain activity points to weak network adoption.  ( 31 min )

Analysts suggest that BTC's price struggles this month are linked to ETF outflows, with a potential bull run into the year-end requiring significant capital inflows.  ( 28 min )

Token demonstrates resilience with institutional support emerging at key technical levels during volatile trading session.  ( 29 min )

Your day-ahead look for Aug. 26, 2025  ( 42 min )

Stellar faces intense selling pressure with massive institutional liquidation triggering critical support breakdown at $0.380 level.  ( 29 min )

Co-founder Eric Demuth said the lack of liquidity in share trading is putting off Bitpanda from seeking a public listing on the LSE.  ( 25 min )

Ether, solana, and XRP maintain relatively stronger positions.  ( 28 min )

The impending expiry shows a strong demand for bitcoin put options, indicating a preference for downside protection,  ( 29 min )

“This sharp move appears to be the result of overleveraged positioning, particularly following ETH’s recent run-up, and an overnight dip in the S&P 500, which weighed on risk assets more broadly,” a trader note said.  ( 29 min )

Recovery attempts late in the session brought the token back above $2.90, but the market remains split on whether upside momentum can sustain.  ( 29 min )

Polymarket sees Powell finishing 2025 unscathed, even as Trump’s bid to oust Lisa Cook tests the Fed’s legal shield.  ( 28 min )

Retail leverage keeps getting flushed as ETFs log billion-dollar outflows, while whales and sovereign players quietly accumulate ETH and BTC into volatility.  ( 29 min )

The vivo V series is a midrange lineup that gets a frequent refresh, and it’s about time for another member of the family to make its debut. The brand recently launched the V60 as the successor to the V50, with the model in a particularly purple pigment taking centre stage. If you’re well-acquainted with the […] The post vivo V60 Review: Not Quite Deja Vu appeared first on Lowyat.NET.  ( 46 min )

Tune Talk has announced its Merdeka Epik+ Promotion in conjunction with Malaysia’s upcoming 68th independence day celebration. With this, subscribers are given a total of 680GB of data exclusively through the telco’s Epik 50+ plan, along with Tune Talk Points for eligible users. According to Tune Talk, the 680GB allocation is tied to Malaysia’s 68th […] The post Tune Talk’s Merdeka Promo Offers 680GB Data Bonus To Epik 50+ Plan Subscribers appeared first on Lowyat.NET.  ( 34 min )

New Inspector General of Police Mohd Khalid Ismail said Malaysia has lost over RM1.22 billion last year to cybercrime. Or more specifically, the figure was recorded between January and October of 2024. This is cited as a sign that cybercrime is growing in scale and sophistication, with range including financial scams, identity theft, online deception […] The post IGP: Malaysia Lost Over RM1.22 Billion To Cybercrime Last Year appeared first on Lowyat.NET.  ( 33 min )

AMD’s Zen6 architecture, which is goes by the two codenames Gator Range and Medusa Point, may only be making an appearance as early as 2027. That is, if the most recent leak by prominent leakster momomo_us is anything to go by. momomo_us posted what is considered to be an unofficial roadmap for the two chipmakers, […] The post AMD Zen6 Gator Range And Medusa Point CPUs Possibly Launching in 2027 appeared first on Lowyat.NET.  ( 34 min )

Earlier this month, vivo teased the local launch of the latest addition to its midrange V series, the V60. And just as promised, the brand has brought the successor to the V50 to our shores. To start off, the smartphone features a 6.77-inch AMOLED display with a 1,080 x 2,392 resolution, a 120Hz refresh rate, […] The post vivo V60 Arrives In Malaysia; Priced From RM1,899 appeared first on Lowyat.NET.  ( 34 min )

Development of the upcoming RON95 subsidy rollout received an update today, with confirmation that it is in the final stages of assessing eligibility and delivery mechanism before implementation. Alongside the updates, Finance Minister II Datuk Seri Amir Hamzah Azizan also announced that a capped quota system will be introduced for eligible individuals for the fuel […] The post Capped Quota System Will Be Implemented For RON95 Subsidy appeared first on Lowyat.NET.  ( 34 min )

NVIDIA officially unveiled Jetson AGX Thor, the company’s latest development kit (Dev Kit) designed for use in AI and general robotics applications. The new dev kit is the successor of the Jetson Orin which launched back in 2022. “We’ve built Jetson Thor for the millions of developers working on robotic systems that interact with and […] The post NVIDIA Launches Jetson AGX Thor Dev Kit appeared first on Lowyat.NET.  ( 33 min )

Transport Minister Anthony Loke today confirmed that the opening of the Light Rail Transit 3 (LRT3) Shah Alam line has been delayed yet again. Initially scheduled for 30 September 2025, operations are now expected to begin by year-end. The confirmation comes after a report published by The Star from earlier today, which suggested that the […] The post Transport Minister Confirms LRT3 Delay; Operations To Only Begin By Late 2025 appeared first on Lowyat.NET.  ( 34 min )

Keretapi Tanah Melayu Berhad (KTMB)’s Electric Train Service 3 (ETS3) for the southern route will begin operations on 30 August. For now, the route covers KL Sentral – Kluang – KL Sentral. According to Transport Minister Anthony Loke, tickets for the train have been on sale since 23 August. They can be purchased via the […] The post KTMB’s ETS3 Southern Route Begins Operations From 30 August 2025 appeared first on Lowyat.NET.  ( 34 min )

The release of the iPhone 17 is almost upon us, and heralding the device’s arrival is a relentless stream of leaks about the device. The most recent leak claims that the Pro variant of the Apple flagship is finally getting reverse wireless charging, a feature that Android has been enjoying for around seven years at […] The post iPhone 17 Pro Will Reportedly Receive 7.5W Reverse Wireless Charging appeared first on Lowyat.NET.  ( 34 min )

As you may well know, the US government recently took a 10% equity stake in Intel worth US$8.9 billion (~RM37.5 billion), in an effort to help the ailing company, as well as a private American technology company. Now the blue chipmaker is of the belief that the move could hurt its business in the long […] The post US Stake In Intel Could Potentially Harm International Sales appeared first on Lowyat.NET.  ( 33 min )

With the 828 Fan Festival just around the corner, we expected to see more details about the upcoming 10,000mAh smartphone from realme. Though rather than any specs, it was instead revealed that the upcoming device will have a “built-in AC”. Called the “Chill Fan Phone”, this “AC” is actually no more than a built-in cooling […] The post Upcoming realme 10,000mAh Device Will Feature “Built-In AC” appeared first on Lowyat.NET.  ( 33 min )

In conjunction with the Merdeka month and as part of the “Rapid KL Denyut Nadi Merdeka” campaign, Rapid KL has announced a promotion for the MyTourist Pass. Currently ongoing since 22 August 2025, the promo offers reduced pricing, starting from only RM15 for a one-day pass. MyTourist can be used across all Rapid KL services […] The post Rapid KL Launches MyTourist Pass Promotion For Merdeka Month appeared first on Lowyat.NET.  ( 34 min )

The first Apple foldable iPhone is slowly becoming a reality, with the device said to make its long-awaited debut next year. Of course, there has been no shortage of rumours regarding the upcoming smartphone. Recently, it has been suggested that the phone will bring back an old feature. According to a report by Bloomberg’s Mark […] The post Apple Foldable iPhone May Bring Back Touch ID appeared first on Lowyat.NET.  ( 34 min )

We’ve seen leaks surrounding the Samsung Galaxy Tab S10 Lite surfacing earlier in the month. More recently, the South Korean tech giant has confirmed some of the leaked specs, as well as announced when it will be available in the market. While lines it up with the rumoured launch date op the Galaxy S25 FE […] The post Samsung Galaxy Tab S10 Lite Availability Starts 19 September appeared first on Lowyat.NET.  ( 33 min )

TnG Digital has rolled out an upgraded QR scanning feature in its TnG eWallet app, allowing users to scan more than just payment codes. The update enables the app to read menus, forms, tickets, and other non-payment QR codes, removing the need for a separate scanner app. The company says the feature is designed to […] The post TnG eWallet Now Supports Non-Payment QR Code Scanning appeared first on Lowyat.NET.  ( 33 min )

Local semiconductor company SkyeChip has launched the MARS1000, an edge AI processor. The component is meant to power devices like robots and cars, and is the first of its kind to be designed and developed in Malaysia, marking the nation’s entry into the global race to develop advanced electronic components. According to SkyeChip CEO Fong […] The post SkyeChip Unveils MARS1000 As Malaysia’s First AI Chip appeared first on Lowyat.NET.  ( 33 min )

COROS has recently launched its latest GPS smartwatch, the COROS Nomad, in Malaysia. The wearable is designed for hiking, trail running, climbing and other endurance activities, combining rugged durability with a wide set of training and navigation tools. The Nomad features a 1.3-inch display with COROS’ third-generation Memory in Pixel (MIP) technology, designed to offer […] The post COROS Nomad Debuts In Malaysia For RM1,699 appeared first on Lowyat.NET.  ( 34 min )

A week ago, Sony unveiled new entries to its Inzone lineup of gaming peripherals. This included the H9 II headset, a pair of IEMs, a keyboard, a mouse and two mouse pads. They now have price tags attached to them, and may launch before the month closes out. In a very roundabout reveal, Sony doesn’t […] The post New Sony Inzone Lineup Priced From RM199 In Malaysia; Global Launch On 29 August appeared first on Lowyat.NET.  ( 33 min )

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10 days ago, I had the opportunity to attend ETH New York, an event hosted by the ETH Global foundation where hackers from around the globe gather to test their technical skills and compete for sponsor prizes. Over an intense 36 hours, I developed an MVP (Minimum Viable Product) for my project, Founil, which implements innovative features to tackle real-world blockchain challenges. 🚀 My project, hosted at GitHub, leverages Uniswap, one of the most prominent decentralized exchange (DEX) protocols built on Ethereum. The goal is to address the growing issue of scam tokens and fraudulent schemes in the blockchain space, affecting both lesser-known and socially prominent projects. 💻 Founil introduces a groundbreaking funding platform that combines NFTs (Non-Fungible Tokens) and Liquidity Pool…  ( 6 min )

Here is the recording from my livestream with Rafael Levi from Bright Data. In the stream, we show you how to create a daily newsletter on the topics you care about powered by real-time data from your favorite sources. In our demo, we walk you through building an agentic workflow in n8n that automates the entire process, and share technical pro-tips along the way. We cover how to: Use Bright Data’s verified node in n8n to extract fresh content from sources like Reddit, Hacker News, and Twitter. Go beyond the front page of these platforms to get deep context on the articles themselves. Configure an AI Agent with precise prompts and the right tools to fine-tune recommendations. Deliver an HTML newsletter straight to your inbox at a schedule you choose. Utilize the DEV API to publish the newsletter as an article to the community. By the end, you’ll know how to spin up your own personalized news digest that’s ready to read before your coffee even cools. And because building cool stuff is even better with prizes: n8n is teaming up with Bright Data and DEV for the Real-time AI Agent Challenge running now through August 31st with $5,000 USD in cash prizes. We’ll take a moment during the show to cover challenge details so you can jump in. Learn more and join the challenge →  ( 6 min )

If you’re running a Laravel app and want an easy way to back it up to Azure Blob Storage without Docker images or third-party SaaS tools, here’s a self-contained Bash script that does exactly that. It backs up: Your Laravel project files (with exclusions like vendor/ and logs) Your MySQL database (via mysqldump) Packages everything into a .tar.gz Uploads to Azure Blob Storage using az CLI Cleans up local backups older than X days bash, tar, gzip, find mysqldump (MySQL/MariaDB client) Azure CLI #!/usr/bin/env bash set -Eeuo pipefail # ---- Paths ---- LARAVEL_DIR="/path/to/laravel/project" # Path to your Laravel project root BACKUP_DIR="/path/to/local/backup/directory" # Local backup directory # ---- Azure Storage (account + key) ---- AZURE_STORAGE_ACCOUNT="" AZURE_STO…  ( 7 min )

In Go, a weak pointer refers to a reference that does not prevent the garbage collector (GC) from reclaiming the target object. When an object is only referenced by weak pointers and has no strong references, the GC will still treat it as unreachable and reclaim it; afterwards, all weak pointers to it will automatically become nil. In short, a weak pointer does not increase an object’s reference count. When an object is referenced only by weak pointers, the garbage collector can free it. Therefore, before attempting to use the value of a weak pointer, you should check whether it is nil. weak Package in Go 1.24 Go 1.24 introduces the weak package, which provides a concise API for creating and using weak pointers. import "weak" type MyStruct struct { Data string } func main() { o…  ( 9 min )

After months of building in stealth, we're finally ready to open the doors. Registration is now live at: https://mutiny-land.vercel.app/ Every founder faces the same challenge: having a vision but needing the right people to make it real. The current landscape is fragmented - you've got networking events, accelerators, job boards, and investor platforms, but nothing that truly aligns ideas with the people who can execute them. At Mutiny's core are two complementary AIs designed to guide founders through the entire journey: Mut — The critical investor who stress-tests ideas for real viability. Think of Mut as your skeptical partner who asks the hard questions before anyone else does. Iny — The empathetic CEO who champions people, purpose, and solutions. Iny focuses on the human elements that make ideas worth pursuing. Together, they help you find co-founders, team members, investors, and advisors who don't just have the right skills - they share your convictions. Signal your focus areas - from climate hardware to neurotech to creator infrastructure - and get matched with aligned collaborators, stealth startups, or investors who actually understand what you're building. Community-backed capital is held in escrow and released only when goals are met. Every spend is visible. No more black box funding decisions. Mutual NDAs by default On-chain idea hashing to prove authorship Privacy-first matching algorithms Whether you're: A founder refining an idea An investor seeking conviction-driven projects A builder looking for your place in the ecosystem Mutiny is designed to connect the right people at the right time with the right level of transparency and trust. We're starting with registration and early access. The platform will roll out features gradually as we build alongside our initial community. Get started: https://mutiny-land.vercel.app/  ( 6 min )

Introduction Ever wondered what's really happening when you use a SwiftUI List or TextField? While SwiftUI presents a modern, declarative API, many of its components are actually powered by battle-tested UIKit views under the hood. In this article, we'll explore which SwiftUI components use UIKit as their foundation in iOS 16+, and how you can verify this yourself using Xcode's tools. Understanding the UIKit foundation helps you: Debug issues more effectively using familiar UIKit knowledge Set realistic expectations for customization capabilities Optimize performance by understanding underlying mechanisms Make better architectural decisions when choosing between SwiftUI and UIKit Before we dive in, here's how you can see the UIKit layer yourself: Run your SwiftUI app in Xcode Navigate…  ( 7 min )

Today, you will create your first repository in Git. In this lesson from Skillcrush 105, students learn what a repo is, why developers like to use them, and how to create one. Skillcrush students create their first repo and use some new Git commands to look at the history inside a repo. As you continue working in Git, you’ll often hear developers talk about creating a repo. Git is a desirable skill because it is great for tracking file changes. Git enables easier access to past versions and maintains the file's history. Repo is short for a repository. When developers create a repository, it means that the directory and files are being put into version control or are getting ready to track changes.  Creating a repo is similar to how a car goes through a car wash. When a car is at a car was…  ( 11 min )

In this video, I show my real workflow for turning a rough idea into clear, client-ready documentation—using AI. I take a simple church visitor intake example (QR code → form → database → emails/postcards) and use T3Chat (GPT-5 Reasoning) to generate: A high-level Product Requirements Document (PRD) An Entity Relationship Diagram (ERD) with Mermaid syntax Database tables and fields you can drop into a spreadsheet Flow and swimlane diagrams you can paste into Mermaid Live Editor This approach helps with client discovery, statements of work (SOW), estimates, and aligning technical and non-technical stakeholders—without needing super-detailed prompts. What you’ll learn: The exact prompt structure I use to get PRD, ERD, tables, and diagrams How to paste Mermaid output into Mermaid Live Editor for instant visuals How to validate requirements with teams/clients using generated docs Tips for exporting tables to spreadsheets for easier reviews In the context of system design, a swimlane diagram is a powerful tool for visualizing the interactions and responsibilities between different components within a system element like microservices, APIs, databases and external system. Resources mentioned: Full document output Mermaid Live Editor: https://mermaid.live Alternative AI tools to try: ChatGPT, Gemini, Claude If you want the exact prompt I used, grab it in the link above. Drop your questions and share what AI tools you’re using for requirements and docs—I’ll feature some in a future video. i need to create a solution for mu church group to capture information from guests and have a way for them to scan a QR code that launches a web app for them to enter information for us to add them to a system. the system needs the ability to export the list so i can then create welcome post cards to send to them. if they provided and email address that we could send an email if they opted in.  ( 6 min )

To us, a flower looks like a splash of color. To a bee, it’s a visual map. Many flowers have ultraviolet patterns invisible to humans but clear to pollinators. These markings act like landing guides, directing bees straight to nectar. UV flowers, insects disguised as leaves, octopuses blending into coral... Secrets can sit in the open, plain and boring, until you know the key that reveals their hidden meaning. Nature has been “hiding” information this way for millions of years. Humans, too, learned the same trick: the best way to conceal a message is not just behind locks or codes, but inside something that looks completely ordinary. The Romans, for example, wrote with milk that dried invisible, leaving a letter that looked blank until heated. To most, it was an innocent sheet of parchment…  ( 9 min )

When people talk about network security, the focus often goes straight to firewalls, intrusion detection, or encryption. But before all that, there is a more basic question: what is actually on the network? That is where probing comes in. Probing is simply the process of exploring and mapping a network to understand what devices and services are running. It is often the very first step in penetration testing, red teaming, or even just checking your own WiFi security. One of the most popular tools for this purpose is Bettercap. Bettercap is a powerful, modular tool designed for network monitoring, man in the middle attacks, reconnaissance, and security testing. Think of it as a Swiss army knife for network exploration. Unlike older tools that focus on a single use case, Bettercap gives you …  ( 7 min )

Kostudy: Reimagining AI-Powered Learning with React, TypeScript, and the Google Gemini API Live Demo Watch on YouTube: https://youtu.be/VsXnGYEopW0 Try it at https://kostudy.netlify.app/ Code: https://github.com/youssef-imlyhen/kostudy Most of today's learning tools fall short. They either hook you with cheap gamification to sell more ads, or they slap a chatbot onto a decade-old quiz and call it an "AI education app." You deserve better. That's why I built Kostudy – an AI-first, feature-rich, open-source learning application that leverages modern web technologies and the Google Gemini API to deliver an intelligent, context-aware, and engaging learning experience. In this post, we'll dive deep into Kostudy's architecture, explore its unique AI-powered features, and see h…  ( 11 min )

The scene is bland and could use some lighting so let's implement that. First we start with the Light entity: //light.js /** * @typedef {"point" | "directional" | "spot" } LightType */ export class Light { /**@type {LightType} */ #type; #position; #direction; #color; constructor(light){ this.#type = light.type ?? "point"; this.#position = light.position ?? [0, 0, 0, 0]; this.#direction = light.direction ?? [0, 0, 0, 0]; this.#color = light.color ?? [1,1,1,1]; } set type(val){ this.#type = new Float32Array(val); } get type(){ return this.#type; } set position(val){ this.#position = new Float32Array(val); } get position(){ return this.#position; } set direct…  ( 13 min )

Ever have one of those days where everything feels like it's happening in fast-forward while your brain is stuck in slow motion? Welcome to my Day 76. Woke up 30 minutes before lectures. Not 30 minutes before I needed to leave - 30 minutes before the actual class started. This called for what I like to call the "morning speedrun": shower at 2x speed, coffee inhaled rather than consumed, and the ancient art of looking presentable in under 5 minutes. Made it to class with seconds to spare, only to spend the entire lecture mentally checked out. You know that feeling when your body is physically present but your consciousness has wandered off to contemplate the meaning of semicolons? That was me for two straight hours. The actual learning happened after class when my co-founder pulled me aside…  ( 7 min )

Agentic AI & Apache Iceberg Lakehouse Workshops Free Apache Iceberg Course Free Copy of “Apache Iceberg: The Definitive Guide” Free Copy of “Apache Polaris: The Definitive Guide” Purchase "Architecting an Apache Iceberg Lakehouse" (50% Off with Code MLMerced) 2025 Apache Iceberg Architecture Guide Iceberg Lakehouse Engineering Video Playlist Ultimate Apache Iceberg Resource Guide August was a busy month for agentic AI — the emerging class of autonomous, goal‑oriented AI systems — and the week of August 17–23 saw important developments across software, search, telecoms and cybersecurity. Here’s what you need to know. On Aug 22, Digital.ai’s blog argued that agentic AI marks a “fourth wave” of software development, following procedural, object‑oriented and agile/cloud eras. The po…  ( 8 min )

I recently set out to build a full-fledged SaaS website from the ground up – and it turned out to be surprisingly smooth once I picked the right tools. By layering AI-powered helpers with modern frameworks, I streamlined every step from coding to content. In this article I’ll share everything I used – from ForgeCode (an AI CLI coding assistant) to ChatGPT and beyond – to develop my site faster, smarter, and with fewer headaches. If you’re curious how these tools work together to supercharge a development project, read on! ForgeCode (CLI-based AI coding agent) I started every day coding with ForgeCode – a command-line AI pair programmer that lives in my terminal. It felt like having an expert teammate: I could ask it questions like “how do I add X feature” or “why is this code failing,” …  ( 9 min )

This tutorial walks through an integration between the Snowflake Cortex Completion API and LaunchDarkly's AI SDKs. We'll be using a Snowflake Personal Access Token to query the Cortex API and receive completion responses. Leveraging Snowflake's gateway approach to completions alongside LaunchDarkly's ability to make runtime changes to AI Configs, you can update the models, prompts, and parameters that you're using in the Snowflake endpoints in real-time. This tutorial is presented in TypeScript, but since we're using Snowflake's REST API it's universal to any language in which you can access Snowflake. Snowflake additionally has a Python package that can be used to access their AI and ML functions. If you are new to Snowflake, there is some setup you'll need to do to get an application r…  ( 14 min )

This content is really just an ad for a livestream and a course bundle from music guru Rick Beato. He's promising to break down the "hidden harmonic genius" inside The Beatles' song We Can Work It Out to explain their 1965 songwriting magic. The real meat of the text, though, is a hard sell for his "Labor Day Mega-Bundle," a collection of six music theory and guitar courses offered at a steep discount. So, it's less of a lesson and more of a sales pitch using a Beatles hook. Watch on YouTube  ( 5 min )

YouTube golf stars Grant Horvat and the Bryan Bros are dishing on the future of the LIV Duels event. They're recapping what made the 2025 version a success and spitballing ideas on how to make the next one even more exciting. The conversation digs into cool new format ideas, like adding drafts or skins games. It’s a behind-the-scenes look at how YouTube Golf is changing the game and what fans can expect from the series next year. Watch on YouTube  ( 5 min )

Watch on YouTube  ( 5 min )

Looks like Borderlands 4 is coming! The game got a showcase at gamescom 2025, revealing a new setting called Kairos. Based on the "Timekeeper shenanigans" mentioned, it seems like we might be messing with time in this installment. Get ready to loot and shoot, because it drops for PC, PlayStation 5, and Xbox Series X|S on September 12th. Nintendo Switch 2 players can jump in a bit later on October 3rd. Watch on YouTube  ( 5 min )

Get ready for a seriously twisted take on the zookeeper sim. In the new bodycam horror game Zoochosis, you're not just feeding the animals—you're trying to survive them. A mysterious infection is spreading through the exhibits, and it's your job to figure out which cute critters have turned into full-on monsters while trying to stay alive. The game has just launched for PlayStation 4 and 5, and is also available for PC. Watch on YouTube  ( 5 min )

Get ready to jack back into the Grid! The next chapter in the sci-fi saga, Tron: Ares, is on its way. The story flips the script this time around, with a sophisticated Program named Ares being sent from the digital world into the real one on a dangerous mission. The movie features a star-studded cast, including Jared Leto, Evan Peters, Gillian Anderson, and the return of the original legend, Jeff Bridges. Look for Tron: Ares to hit theaters on October 10. Watch on YouTube  ( 5 min )

Recently Amazon Web Services (AWS) has announced that the AWS Marketplace will be available in India by the end of 2025. For business and SaaS vendor, it could completely change how we buy and sell software. I recently got the official AWS email about updates to buyer-seller agreements for India, confirming the rollout. Here’s why this matters 👇 For newbies like me App Store for the Cloud. discover, buy, and deploy software solutions directly into their AWS environments. Products like SaaS products, data tools, ML models, security platforms Now a days india is becoming one of the fastest-growing cloud markets in the world. A thriving SaaS startup ecosystem such as(Zoho, Freshworks, Postman, etc.) Enterprises going through cloud-first digital transformation Government focus on data…  ( 7 min )

Author: Jake Runzer We've released Railpack — the next iteration of the Railway builder, developed from the ground up and based on everything we’ve learned from building over 14 million apps with Nixpacks. We first announced Nixpacks nearly 3 years ago and it quickly became the default way to build images from user code on Railway. While Nixpacks works great for 80% of users, that still left us with 200k Railway users who might encounter limitations daily. It became clear we needed a major builder upgrade to scale our user base from 1M to 100M. Here are the highlights of Railpack: Granular Versioning: Support for major.minor.patch versions of packages (instead of Nix’s approximate versions) Smaller Builds: We’ve been able to reduce image sizes between 38% (Node) and 77% (Python), enablin…  ( 9 min )

In 2020, I published a blog post titled Importance of Cloud Strategy where I explained that cloud strategy is essential for organizations because it aligns the technology with the business goals. As technology evolves, since ChatGPT was released in November 2022, everybody is talking about AI, GenAI (or any technology from the same domain) – from newspapers to social networks, analysts, CEOs, your developer colleagues, and up to your family and friends. For that reason, I thought it would be important to write a blog post explaining why organizations need an AI strategy. Having a clear plan for using AI helps a company make sure that its efforts with artificial intelligence support what matters most to the business and actually make a difference, instead of just trying out random experi…  ( 15 min )

I'm working a photography site. Just pictures and a brief text description. Trying to figure out if I want to set up a like option or not. What are you building? What are you working on this week? Are you attending any events this week? Continue Job Search. Network, Send emails. Project work. Content for side project. Work on my own project. Use the Content & Project Dry erase calendar. Blog. Events. Thursday Virtual Coffee. Run a goal setting thread on Virtual Coffee(VC) Slack. Virtual Coffee is running a Photography challenge to encourage us to step away from the screen. 🚧 Continue Job Search. Network, Send emails. Project work. ✅ Content for side project. ✅ Work on my own project. * Worked on a photo gallery site. Use the Content & Project Dry erase calendar. Blog. Events. ❌ Tuesday Dallas Software Developers - Night of Cloud (virtual) Did not set a reminder. ❌ Thursday Virtual Coffee. ✅ Run a goal setting thread on Virtual Coffee(VC) Slack. ✅ Virtual Coffee is running a Photography challenge to encourage us to step away from the screen. What are you building? What are you working on? Are you attending any events this week? Cover image is my LEGO photography. Stitch with fours arms. He's holding a laptop, phone, cookie, and a mug. He's next to a desk with a CRT monitor and keyboard. -$JarvisScript git commit -m "edition 141"  ( 15 min )

It has been proven that the best way to solve a complex task is to divide it into smaller tasks. Some people create a to-do list in a notebook, some draw a diagram, others prefer to keep the plan in their minds. And, of course, many of the engineers use TODO comments in their code, not to forget something. What may go wrong? One //TODO: here and one //TODO: there. But as a result - no one ever takes care of those comments. Everyone is afraid of touching them: what if it is something important? There is always an endless list of tasks in the task manager, and there is no task to treat the abandoned TODOs. If you haven't observed something like that, are you sure? (Lucky you!) "What is she talking about?" - you may think, as these types of comments are extremely popular and an absolutely nor…  ( 7 min )

Colombian rapper Oblivion's Mighty Trash just made his debut on the super-sleek music platform COLORS. He performed "NAZARIO," a smooth and sharp track from his upcoming album that's being touted as a cool blend of soulful grit and clever wordplay. Watch on YouTube  ( 5 min )

Austrian artist Sofie Royer and her band stopped by the KEXP studio for a full live performance. She played a four-song set, including Feeling Bad Forsyth Street and Babydoll. Beyond just vocals, Sofie also hopped on the violin and piano, showcasing her multi-instrumental talent alongside her full band. The session gives a great look at her dynamic and engaging live sound. Watch on YouTube  ( 5 min )

Leapcell: The Best of Serverless Web Hosting In the world of Go, "type safety" is a core feature emphasized repeatedly—the compiler acts like a strict doorman, preventing you from force-converting an int pointer to a string pointer and forbidding arbitrary modifications to a slice’s underlying capacity. However, there is one package that deliberately "challenges the rules": unsafe. Many Go developers feel a mix of curiosity and awe toward unsafe: they’ve heard it can drastically boost code performance, yet also cause programs to crash unexpectedly in production; they know it can bypass language restrictions, but remain unclear on the underlying principles. Today, we’ll lift the veil on unsafe completely—from its principles to practical use cases, from risks to best practices—to help you …  ( 22 min )

Developer Lizardcube, the team that masterfully brought back Wonder Boy and Streets of Rage, has knocked it out of the park again with Shinobi: Art of Vengeance. This gorgeous 2D action platformer is a fantastic revival of the classic Sega series, proving to be even better to play than it is to look at. The game is praised for its invigorating combat system that expands as you go, along with plenty of secret side challenges to tackle. In short, the reviewer thinks the game is "eyecatching, deadly, and totally rad as hell." Watch on YouTube  ( 5 min )

Heads up, gamers! Peacemaker and his crew are officially dropping into the mobile RPG DC Worlds Collide. A new trailer has announced the "Peacemaker Season" for the game. Mark your calendars, because the new season is set to launch on August 28, 2025. Watch on YouTube  ( 5 min )

Get ready to meet Harlowe, the newest Vault Hunter stepping into Borderlands 4! This former Maliwan combat scientist is all about controlling the chaos, using powerful crowd-control and area-of-effect abilities to lock down the battlefield and wipe out hordes of enemies at once. A new "Beyond the Borderlands" video breaks down her full kit. The looter-shooter is blasting its way onto PlayStation 5, Xbox Series X|S, and PC on September 12. A version for the Nintendo Switch 2 is slated to follow on October 3. Watch on YouTube  ( 5 min )

Heads up, cyberpunk fans! The long-awaited pixel-art adventure Replaced just dropped a new development update with a release window. It's still a ways off, but you can officially mark your calendars for Spring 2026. The gorgeous 2.5D action game is set to launch on PC and Xbox Series X|S. Better yet, it'll be available day one on Xbox Game Pass. Early hands-on previews are starting to come out, and the word on the street is that it's absolutely blowing people away. Watch on YouTube  ( 5 min )

I always wanted to capture the real trade-offs we face at work. We talk a lot about product thinking, but most of the time engineers learn it the hard way, by breaking things in production or living with tech debt for months. So I started a small project called InMind Lab. The idea is simple: put developers into interactive comic stories where they play as the main character and make choices. Do you skip tests to ship faster? Do you cut scope or take on tech debt? Each decision has an outcome that feels close to what happens in real projects. The fun part is that it looks like a comic. The hard part is the pipeline behind it. I had to combine: a way to write scenarios with branching decisions, generation of panels with dialogues that are short and natural, keeping the whole story realistic for a developer (not a product manager), and making sure the language is clear and engaging. It took many iterations. At first the dialogues sounded robotic. Sometimes the outcomes were too optimistic. Or the panels did not match the situation. Balancing realism and fun was harder than I thought. Last week I finally managed to ship the first playable stories. It feels rough, but it already shows what is possible. You can try it here: https://inmindlab.hyperskill.org/stories 🤪 Another thing I still need to work on is performance. Right now the stories take a while to load from the database, and it breaks the flow. This is high on my list to fix, because I want the experience to feel smooth and instant. I would love feedback from fellow developers. Does it feel real? What trade-offs should I add next?  ( 6 min )

Hey there! The Midnight Network "Privacy First" Challenge is off to a great start, and we have some exciting updates to help you dive deeper into building privacy-first applications! Missed the Fireside Dev Hang? No worries! We have a recording of their demo right here: The Midnight team walks through their privacy-focused blockchain with a "hello world" demo. It's the perfect introduction to understanding how zero-knowledge development works on their platform, and you'll see just how developer-friendly they've made it! The Midnight team has created a dedicated channel in their Discord specifically to support hackathon participants! Join here: https://discord.com/invite/midnightnetwork Hackathon Channel: #dev-challenge-support Get technical help, ask questions about the platform, connect with other participants, and get direct support from the Midnight team throughout the challenge period. Quick Reminder: Submissions due: September 7 at 11:59 PM PDT Prize pool: $5,000 across three winners Two main prompts: Build privacy-preserving dApps OR developer tools/infrastructure Announcement post with full challenge details and additional resources: Join the Midnight Network "Privacy First" Challenge: $5,000 in Prizes! Jess Lee for The DEV Team ・ Aug 20 #devchallenge #midnightchallenge #web3 #blockchain Good Luck and Happy Coding!  ( 6 min )

Free Apache Iceberg Course Free Copy of “Apache Iceberg: The Definitive Guide” Free Copy of “Apache Polaris: The Definitive Guide” Purchase "Architecting an Apache Iceberg Lakehouse" (50% Off with Code MLMerced) 2025 Apache Iceberg Architecture Guide Iceberg Lakehouse Engineering Video Playlist Ultimate Apache Iceberg Resource Guide The Apache Iceberg community was abuzz in mid‑August with discussions about schema evolution, REST API behaviour and improvements to delete files and error handling. Below is a summary of the week’s most important conversations, with links to the relevant threads in the Apache mail archives. position‑delete files with row data Péter Váry raised a proposal to remove support for a rarely used type of position‑delete file that stores deleted row data.…  ( 9 min )

Free Apache Iceberg Course Free Copy of “Apache Iceberg: The Definitive Guide” Free Copy of “Apache Polaris: The Definitive Guide” Purchase "Architecting an Apache Iceberg Lakehouse" (50% Off with Code MLMerced) 2025 Apache Iceberg Architecture Guide Iceberg Lakehouse Engineering Video Playlist Ultimate Apache Iceberg Resource Guide The Apache Polaris project continues to evolve quickly. Last week the dev mailing list was full of discussions about documentation, release management, storage plug‑ins, credentials and changelog processes. Here’s a round‑up of the most interesting threads and proposals. Eric Maynard noticed that the project’s documentation site has a page dedicated to v1.0.1 in addition to the existing v1.0 docs. He pointed out that if every patch release gets its…  ( 9 min )

Hey there! 👋 You get the basics of CSS. You can style a button and center a div (even if it takes a few tries 😉). But then you run into a layout that breaks, strange spacing issues, or a responsive design that just won't behave. It’s frustrating! This isn't a deep dive into theory. This is a survival kit—a handful of simple, powerful CSS tricks that solve the problems you actually face. These are the techniques that will save you from hours of head-scratching and make your styles feel intentional, not accidental. Let's make your CSS work for you. 1. The "Quick Fix" for Flexbox Spacing The Problem: You use flexbox to lay out items but then need space between them. Your first instinct is to add margin-right to every item, only to remember you have to remove it from the last one with :last-…  ( 8 min )

When working with Amazon EC2 instances, storage is a crucial part of your setup. While the root volume (the one that comes with your instance) is enough for basic usage, you’ll often need additional storage for applications, logs, or databases. That’s where Amazon Elastic Block Store (EBS) volumes come in. In this guide, i will show you step-by-step work around on how to attach and mount an EBS volume to an Ubuntu EC2 instance. This tutorial is beginner-friendly, so even if you’re just starting with AWS, you’ll be able to follow along. 🛠 Prerequisites Before we start, make sure you have: An AWS account. A running Ubuntu EC2 instance. SSH access to your EC2 instance, via Gitbash or command prompt. Step 1: Open the AWS Management Console → go to EC2. In the left menu, click Volumes under …  ( 7 min )

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Back 20 years ago I was the organizer of the local #Perl community. We had in-person meetings with presentations. It was rather intimate as we were usually 10-15 people and we knew each other. These days I organize events for both the local #Python and #Rust groups. We call them communities, but I feel that the people are a lot less connected to each other. I guess part of the reason is that at each meeting there are 30-50 people and half of them are new. It is good that a lot of people attend our events, but we know each other much less than in the good old days. Of course I also grew by 20 years so maybe I am just old and grumpy. One of my problems is that it feels that there are two classes of people: "speakers" and "listeners" and I really don't like that. I believe everyone can contribute from their experience or even from their lack of experience. For example I love presentations about "I am learning X, these are the things I found interesting, these I found problematic". I love these because at the end many of the participant also struggle with learning these thing so seeing others struggle helps put things in proportion. In addition, hearing newcomers struggle with something help the more experienced people see where things (explanations, documentation etc.) needs to be improved. Besides, I saw so many experienced people find out about aspects of languages and libraries only the newcomer noticed. So we can also learn a ton from these newcomers. My attempt to bridge this gap is having ad-hoc lightening talks (less than 5 min) at in-person events and have online chats where people can talk about the things they learn about or struggle with. What other strategies do you think might help?  ( 6 min )

生成 AI は、大量のデータを分析し、指示に基づいてデータの意味ある箇所を特定し、要約することに優れています。データのソースは何でも構いません。あなたのメールの受信箱、ローカル上の大きなテキストファイル、またはインターネット上のウェブページなど。大量のデータを含む大きなタスクは完璧にこなせなくても、タスクを効率よくスタートさせることができます。私が開発者からよく相談される話題の一つは、AI をどのようにビデオコンテンツの分析に活用できるかということです。マルチモーダル LLM は大きく進歩してきましたが、1 時間ほどのライブストリーム録画を取り込んで要約させたり、ソーシャルメディアで共有するためのクリップを提案してもらったりできるレベルにはまだ達していません。この問題を解決するためには、本記事で紹介する少し異なるアプローチを取る必要があります。 HLS メディアをローカルにダウンロードし、 MP4 形式に変換 MP4 ファイルの文字起こしを作成 AI エージェントを用いて、文字起こしを元にクリップ候補となる開始/終了タイムスタンプを特定 特定されたタイムスタンプに基づいて MP4「クリップ」を作成 作業の要約を生成 このソリューションの実装では、新しい Strands Agents SDK を試してみることにしました。Strands Agent SDKはエージェント構築のための比較的新しいフレームワークであり、エージェントがプロンプトへの応答を生成する際に利用できるツールを簡単に定義できることが特徴です。このソリューションでは、エージェントが実行されるマシンに FFmpeg と Whisper がインストールされている必要があります。私はローカルで作業していますが、FastAPI や他の Web フレームワークを使用してサーバーベースのソリューションに簡単に変換でき、Doc…  ( 12 min )

Having multiple themes is a common request on (web) applications nowadays, at least having light, dark, and system (define dark/light automatically from the user's system). If your application has also some sort of server-side rendering, this seemingly simple request might quickly become more complex than expected, in particular once you start seeing issues like: The app initially loads with the wrong theme (FOUC: Flash Of Unstyled Content) You refresh the page and the theme is gone The user changes the system theme and the app doesn't follow Some weird errors are logged as client-only APIs are called on the server Hydration issues everywhere ... the list goes on I recently took some time to implement a robust approach for a TanStack Start application (code here) and I recorded a video whe…  ( 13 min )

Hello, I'm Maneshwar. I’m building LiveReview, a private AI code review tool that runs on your LLM key (OpenAI, Gemini, etc.) with highly competitive pricing -- built for small teams. Do check it out and give it a try! In the first part of this guide, we covered the basics of SEO: helping Google find your site, creating great content, optimizing links, titles, images, and promoting your site. In this second part, we’re going a step further. We’ll focus on how to make your site discoverable not only by search engines, but also by AI-powered tools and large language models (LLMs) like ChatGPT, Perplexity, or Claude. These AI systems often pull data from the web to answer user queries. If your site is structured properly, it’s more likely to be surfaced when someone asks: “Where can I find f…  ( 8 min )

Meme Monday! Today's cover image comes from last week's thread. DEV is an inclusive space! Humor in poor taste will be downvoted by mods. Reminder: Every day is Meme Monday on DUMB DEV ✨ DUMB DEV Community Memes and software development shitposting dumb.dev.to  ( 7 min )

Big news from Google. They have just launched a brand-new programming language called Mangle. And trust me, it’s something that could completely change how developers work with databases. So, in this article, we’re going to break it all down for you, what exactly Mangle is, its cool and unique features, how it’s different from other programming languages out there, and why it actually matters for anyone working with data or tech. So stick around because by the end you will understand why everyone’s talking about Mangle and why it could be a game-changer. Here is the official link to Google Mangle Repository. / mangle Mangle Mangle is a programming language for deductive database programming. It is an extension of Datalog, with various extensions like aggregation, func…  ( 10 min )

Kiro is a yet another VSCode fork (just like Cursor or Windsurf) that integrates AI coding features. What caught my attention was the "spec-driven development" discipline > it makes total sense proposing a structured approach to dev (as opposed to "vibe coding"). I got my invitation and over the weekend I tested Kiro. I decided to re-create a command line cross-platform disk performance benchmark that I've built in 2018 using .NET. This time I picked Rust and used AI. My expectations were low, yet I was impressed in a good way, I did build a working app with solid test coverage! Sometimes Kiro worked for extended periods of time following the plan maintaining coherence - that impressed me the most. The result is not perfect, there're some things that don't work (i.e. CI/CD is broken and Go…  ( 9 min )

Olá! Este é um post da seção Coopera Sharp, uma iniciative do colega Yan Justino que propõe desafios no LinkedIn baseados em códigos com más práticas. Normalmente respondo diretamente pelos comentários mas, desta vez, achei interessante trazer para o blog já que temos uma questão importante de desempenho envolvida. Vamos lá! O desafio é otimizar uma query muito ineficiente, que vai ao banco de dados por diversas vezes, uma para cada registro necessário à composição de uma view. Veja o código abaixo: public class PedidoService { private readonly AppDbContext _context; public PedidoService(AppDbContext context) { _context = context; } public List ObterPedidos() { var pedidos = _context.Pedidos.ToList(); var resultado = n…  ( 8 min )

Viennese artist Sofie Royer and her band dropped by the legendary KEXP studio to perform a live version of the track Feeling Bad Forsyth Street. This is the rundown for that live session video, where Sofie herself pulls triple duty on vocals, violin, and piano, backed by a full four-piece band. The performance was recorded on June 17, 2025. Watch on YouTube  ( 5 min )

Artist Sofie Royer dropped by the KEXP studio with her full band to perform a live version of her song "Babydoll." She's a multi-talented powerhouse, handling vocals, violin, and piano for the session. Watch on YouTube  ( 5 min )

Sofie Royer dropped by the KEXP studio for a live session, performing her track "Young Girl (Illusion)". She's a triple threat on vocals, violin, and piano for this one. Backed by a full band, this performance was captured by the expert KEXP crew, giving you a front-row seat to the magic recorded on June 17, 2025. Watch on YouTube  ( 5 min )

Sofie Royer stopped by the KEXP studio for a live performance of her song "Tennis Bracelet," featuring the band Rebounder. The session was captured on June 17, 2025. Pulling triple duty, Sofie handles vocals, violin, and piano, all while backed by a full four-piece band. It's a full-on jam session you can check out online. Watch on YouTube  ( 5 min )

Introduction Bottom‑pinned chat inputs get buried when the mobile keyboard opens. The page visually shrinks, but neither vh nor dvh track the virtual keyboard. Your input ends up underneath the keyboard. To solve this, we can use the VisualViewport API to sync the visual viewport height to a CSS variable. I hit this building Sparka. The fix is in the Sparka GitHub repo if you want a real‑world reference. You’ll see this referenced and it’s correct in spirit: Chromium/Android supports it. iOS Safari doesn’t consistently honor interactive-widget=resizes-content yet. Relying on it alone won’t keep your layout keyboard‑safe on iOS. Use the Visual Viewport API to mirror the actua…  ( 6 min )

John Oates and his longtime percussionist John Michel played a super laid-back set at the Aspen Ideas Festival. As a couple of Colorado locals, they were right at home jamming in a sagebrush-filled meadow for the audience. But don't expect any old Hall & Oates hits! Oates jokingly told the crowd they were out of luck, instead treating them to some of his excellent solo work, including a brand new song from a soon-to-be-released album. Watch on YouTube  ( 5 min )

Overview Hello everyone! 👋 In this article, I'll walk you through Firebase Storage, Google's powerful file storage solution that makes handling uploads, downloads, and file management incredibly easy. Whether you're dealing with profile pictures, documents, videos, or any other files, Firebase Storage has got your back! Firebase Storage is built on Google Cloud Storage, so you get enterprise-level reliability and performance without the complexity. Plus, it integrates seamlessly with Firebase Authentication and works beautifully across web, mobile, and server environments. Let's start! 🤙 Before we jump into the code, let's understand what makes Firebase Storage so awesome: Robust Upload/Download: Handles network interruptions gracefully with resumable uploads Security: Built-in authent…  ( 9 min )

Originally published at Perl Weekly 735 Hi there, In the recent couple of weeks Mohammad and some others got really excited about the TIOBE index indicating that Perl has got a lot more popular recently. I doubt that. It is way more likely to be a measurement error. I mean they say that Perl jumped from 25th place to the 9th place in one year. Also Ada jumped from the 30th place to the 13th place. Who is writing in Ada and what? Anyway, let's assume there is interest in Perl. Wouldn't it be a good idea to convert that to meetings and presentations? I went overt the list of Perl Monger groups. I recall seeing more than 200 groups in that list. Now there are only 22 groups and most of those don't seem to have any activity. The events I found I added to our events page. Their events should sh…  ( 16 min )

The Breaking Point Picture this: It's 8 AM, and I'm already on my third cup of coffee, chain-smoking while frantically making calls to suppliers. "Where are the materials? Production can't wait!" Sound familiar? I was a mechanical engineer working in production and planning at a manufacturing facility for five years. Yes, I know what you're thinking - that sounds more like industrial engineering work, and you're absolutely right. But that's the reality of many engineering roles: you wear multiple hats and do whatever needs to be done. My days were consumed by a relentless cycle of fighting with other departments, chasing delayed materials, and trying to keep production lines running. Every day felt like putting out fires while new ones sparked up behind me. The stress was eating me alive…  ( 10 min )

Code reviews are more than just a quality gate. They’re one of the most important ways developers learn from each other, share context, and maintain long-term code health. But here’s the thing - how you give and receive feedback directly impacts your team’s productivity, trust, and willingness to collaborate. Over the years, I’ve learned that good code reviews are as much about psychology as they are about syntax or architecture. Why the Human Side Matters Understanding this helps you approach reviews with empathy and clarity. The goal isn’t to “win” or “prove” something - it’s to make the code and the team better. How to Give Feedback That Lands Well Start with context, not just corrections: Before pointing out a change, make sure you understand why the code is the way it is. Ask question…  ( 7 min )

Everyone's talking about Google & MIT's new privacy AI. Most will cheer and move on. The real leverage is up for grabs if you act fast. Here's how ↓ Big data always forced a painful trade-off. More insight meant more privacy risk. That equation just changed. Google and MIT created an algorithm called MaxAdaptiveDegree. It redistributes statistical weight inside your data set. Rare but valuable patterns surface. Sensitive personal traces stay buried. You see what the market wants without seeing who asked. That flips the old growth-versus-trust dilemma. An online retailer tested it on 50 million search logs. ⚡ They discovered a 17% rise in niche product queries that never showed before. ☑ No customer identity left the server. ↓ Use this three-step playbook before your next data sprint. • Map your questions to aggregate metrics, not individuals. • Run MaxAdaptiveDegree or a similar privacy engine on raw tables. • Validate insights against a holdout set to avoid false spikes. Teams report decisions 35% faster because compliance reviews shrink. Budgets shift from data cleaning to product experiments. Privacy stops being a cost center and becomes a selling point. What's your biggest barrier to turning private data into public wins?  ( 6 min )

Utilizing Bootstrap Accordion for adding comments in the UI In post_view.html: Comments : {{post.cmt_count}} {% for comment in post.comment_set.all %} Create a model to link user and post to the comment : class Comments(models.Model): user = models.ForeignKey(User,on_delete=models.CASCADE) post = model…  ( 6 min )

Level up your TypeScript skills by learning interfaces, classes, generics, utility types, and more — the building blocks for real-world projects. Hey everyone 👋, I’m back again with Part 2 of my TypeScript learning series! If you missed the first part, we covered all the beginner foundations of TypeScript — from setup and basic types to unions and enums. Now, it’s time to take a step forward into the intermediate concepts that make TypeScript powerful in real-world applications. In this part, we’ll explore interfaces vs types, classes and OOP, generics, type narrowing, modules, utility types, DOM typings, and error handling. Buckle up — this is where TS really starts to shine for actual projects! 🚀 📗 Intermediate TypeScript (Core Power) 🔹 1. Interfaces vs Type Aliases Inter…  ( 9 min )

In this article, I share my somewhat random and disorganized thoughts and experiences on using AI for software development. Subscribe to my newsletter if you enjoyed this article. Recently, I stumbled upon the AI-first developer approach – when you start most of your tasks by asking AI to do it, and then decide whether it was a good idea or not. Similar to a dog that eats everything and then decides whether it was edible or not (I used to have one of those dogs – a remarkable creature!). It seems that people either worship AI as a tool that can do everything (and will probably replace us all by lunch next Wednesday), or reject it completely. I think such a black-and-white approach is counterproductive and dangerous in the long term. I think the truth is somewhere in-between. For me, it’s …  ( 11 min )

Performance is no longer just about speed—it’s about user experience. Google’s Core Web Vitals (CWV) are a key ranking factor, meaning a sluggish Nuxt app can hurt both your SEO and conversions. Nuxt ships with powerful performance features out of the box. With some smart optimizations, you can make your app pass CWV audits with flying colors. This guide covers practical techniques for optimizing Nuxt apps specifically for Core Web Vitals. Enjoy! Core Web Vitals are a set of metrics defined by Google to measure real-world user experience on the web. They focus on how fast, responsive, and stable your pages feel. Largest Contentful Paint (LCP) — Measures how quickly the main content (often a hero image, headline, or large block of text) becomes visible. Target: < 2.5s Optimized by: image c…  ( 10 min )

We live in a time where almost every business has an online presence. It is the developers who build business websites using coding techniques and interactive designs. So, with every business on the network, it is important to secure your platform and infrastructure from online scams, breaches, and hackers.  This is where access control comes in handy. It serves as a critical layer of security that defines who can access what within a system. In this article, we will discuss compelling reasons why developers should focus on access control. Why Focus on Access Control Access control is one of the most important parts of any online business that gathers information and data. It protects all devices within your IT infrastructure, reduces the risk of cyber attacks and data breaches.  The main …  ( 7 min )

Automation is no longer optional. Every modern engineering team — from early-stage startups to large-scale enterprises — is under pressure to automate workflows, reduce manual effort, and integrate disparate systems. But here’s the dilemma developers face: Do you write custom automation with code, or rely on a no-code platform that promises speed and accessibility? It’s not a trivial choice. Going too deep into no-code can create shadow IT and scaling nightmares. Going too heavy on code can waste months building systems that a visual workflow could have delivered in a day. In this article, we’ll break down the technical trade-offs developers should consider when choosing between code automation, no-code automation, or a hybrid model that leverages both. When we talk about code automat…  ( 9 min )

A personal story of how AI-powered agents can transform freelancing workflows and save countless hours. Welcome Devs 👋 to the world of AI and Automation. In this blog, I’ll be sharing my experience of building an AI Agent that writes personalized cover letters for my freelance gigs — powered by Portia AI and Gemini. As a full-time freelancer, writing cover letters for every single project often feels repetitive and time-consuming. That’s exactly where this idea was born. The journey of making this project was full of ebbs and flows — debugging errors, testing prompts, tweaking workflows — but in the end, it was worth it. The biggest takeaway? 🤔 If you use AI agents wisely, they can save you countless hours every week while still keeping your work personal and professional. So without fur…  ( 11 min )

Ever wondered what really happens in those few seconds between asking ChatGPT a question and getting an eerily perfect answer? Here's the fascinating journey your query takes through the digital mind of AI. I'll be honest with you – I used to think AI was basically a fancy search engine. You type something in, it finds the answer somewhere on the internet, and spits it back out. Boy, was I wrong. The reality is so much weirder and more fascinating than that. When you ask an AI system something like "Why do cats purr when they're happy?", you're not just triggering a database lookup. You're setting off this incredible chain reaction of mathematical processes that somehow end up producing human-like thoughts and responses. After spending months diving deep into how these systems actually wor…  ( 12 min )

Sometimes the shortest code is the most powerful. JavaScript one-liners are practical, clean, and make your code easier to read. In this post, I’ll share 19 powerful JavaScript one-liners you’ll want to bookmark. Before we get started, don’t forget to subscribe to my newsletter! Get the latest tips, tools, and resources to level up your web development skills delivered straight to your inbox. Subscribe here! Now, let’s jump right into it! const capitalize = str => str.charAt(0).toUpperCase() + str.slice(1); // Example: console.log(capitalize("hello")); // Output: Hello This is useful for formatting names, headings, or labels. const isEqual = (a, b) => JSON.stringify(a) === JSON.stringify(b); // Examples: console.log(isEqual([1, 2, 3], [1, 2, 3])); // Output: true console.log(isEqual([1,…  ( 9 min )

Free Burndown Chart Generator: The Developer’s Guide to Agile Sprint Tracking in 2025 Sejal ・ Aug 25 #tooling #resources #productivity #webdev  ( 5 min )

Introduction You need clear progress. Your team wants better visibility. Stakeholders demand predictability. Sprint chaos can sink delivery. Burndown charts transform mess into momentum. A burndown chart generator unlocks rapid, accurate agile sprint tracking. In 2025, top-performing developer teams rely on these tools for data-driven decisions, fast course-correction, and healthy delivery velocity. This guide shows you how to harness burndown charts for your coding sprints. You see real scenarios, practical examples, and developer-focused workflows. You also learn how the free Teamcamp Burndown Chart Generator simplifies tracking, supports smarter planning, and fits your modern toolchain. A burndown chart visualizes remaining work versus time. You plot total effort on the Y-axis. Each …  ( 9 min )

Data protection is a critical aspect of designing any IT system, in the cloud or on-premise. Organisations must take proactive steps to safeguard their backups against threats. One of the most effective ways to ensure backup integrity is by using immutable backups—a solution that prevents data from being altered or deleted within a specified retention period. Whether defending against ransomware, meeting regulatory compliance, or mitigating insider threats, Azure’s immutable backup vaults provide an extra layer of security. In this blog, we’ll explore why immutable backups are essential, how they work in Azure, and what operational considerations to keep in mind. There are a number of reasons that immutable backups can help an organisation and are worth considering. Immutable backups ar…  ( 7 min )

Interviewing for a full-stack position in 2025 is now about showing you can take something from concept to production. Getting into tech was already difficult, but the hiring process has changed drastically. Companies are no longer satisfied with candidates who can only solve abstract coding questions. They want engineers who can make the jump from whiteboard to deployment, and who can demonstrate not just theoretical knowledge, but also real-world implementation. If you are preparing for a full-stack job in today's world, this article will take you through the modern hiring process step by step. Central to the article will be the technical expectations during the process, alongside real-world examples, as well as ways to help you stand out. Just a few years back, interviews consisted mai…  ( 10 min )

This article will discuss how to make a full-year calendar for a given year (e.g., 2020). Requirements: the calendar should be outputted as strings, formatted like a common calendar with each month displayed separately, and should include date and day-of-the-week information. Loop through each of the twelve months. First, calculate the month header and the weekday header, and add them to the perpetual calendar. Then, loop through all the days of a month, concatenating the dates by week, using 5 spaces to separate days. After concatenating a week, append the result to the perpetual calendar and move on to the next week. Try.DEMO C1 represents the abbreviations for each day of a week. D1 generates the header row, which is used in every month. The pad function here uses the padding character…  ( 7 min )

TodayClass Today's Class our Trainer gave some MCQ questions in Java.Some basic java questions. What is the range of short data type in Java? What is the range of byte data type in Java? Which of the following are legal lines of Java code?   1. int w = (int)888.8;    2. byte x = (byte)100L;    3. long y = (byte)100;    4. byte z = (byte)100L; Which of the following is not true about Java? Which of these coding types is used for data type characters in Java? What is the default value of boolean literal? Which of these occupy first 0 to 127 in Unicode character set used for characters in Java? Which one is a valid declaration of a boolean? Which of these is long data type literal? Which of these can be returned by the operator &&? Long literal should be suffixed with ? Floating point literal should be suffixed with? Which of these cannot be used for a variable name in Java? JDK is platform dependent ? JRM is inside JVM ? Java is case in-sensitive language ? Python is derived from java ? Java is 25 times faster than Python in 1995 ? 19.Java is derived from C++ ? What is type conversions in Java ? Match the following James Gosling - a) Write Once Run Anywhere Cup and saucer - b) 23-May-1995 Java slogan - c) Father of Java Java DOB - d) Oracle Java current owner - e) Symbol of Java Answers: 1)-32768 to 32767 2)-128 to 127 3)All statements are correct 4)4th generation language 5)UNICODE 6)false 7)ASCII 8)boolean b3 = false; 9)9967124623L 10)Boolean 11)L or l 12)F or f 13)keyword 14)true (JDK tools are platform dependent, but Java itself is platform independent) 15)false (JRE contains JVM, not inside JVM) 16)false (Java is case sensitive) 17)false 18)true (Java was designed to be much faster than interpreted languages like Python) 19)true (Syntax influenced by C++) 20)Both type casting and type promotion These are some of the answers for my future reference so i made like blog.  ( 6 min )

My IOT@Home stack is based on ESP8266 boards, ESPHome, Home Assistant, and InfluxDB. Each component has a dedicated role: ESPHome is the tool to configure and manage the boards and their sensors, Home Assistant integrates all boards, provides dashboards for their data and automation options, and finally InfluxDB is for long-term data retention. During trying new sensors, a limit to the sensor network became apparent: Sensors can only be added if they are within Wi-Fi range. Working on this limit, I tried first to build a custom external sensor that uses radio frequency to transmit data, and also investigated the OpenMQTT Gateway project. With this project, external sensors that transmit data via radio frequency, bluetooth, infrared, and even LoRa and GSM, can be integrated into an Iot@Home…  ( 10 min )

Designing your storage system is like maneuvering a parachute: you’ll only know it’s working when things go wrong. I’ve spent years working on large-scale scalable storage systems at tech giants like Microsoft and Meta. What works for millions can collapse spectacularly at billions. Systems that once felt fail-safe can start to falter—latency can arise, failures can multiply, and every assumption can get stress-tested in real time. At Meta’s scale, the usual playbook doesn’t cut it. You’re designing for global availability, fault-tolerant architecture, and low-latency access across billions of daily interactions on Facebook, Instagram, and WhatsApp. How you design storage directly affects user experience worldwide. Over the years, Meta has developed a distinctive storage architecture that…  ( 10 min )

✨ Had a great time attending the FOSS United Meetup today! 🚀 1)Shane Cardoz, MFOSS Enthusiast - "Flex Your ENV with FLOX"Great session to learn flex shane cardoz explain well 2)Kaarithi raj,Software Engineer 2 (Ex-Cisco)-"UiGenKit" it use to create automatic code generator source and it very easy to create own code css,html it's is Open source 3)Meerthika SR, Student - "ROOT-SPROUT: BuildingSystems by..."it very useful for me to use the application 4)Giri Prashad B, Student — "VoltQuest:OpenSourceEducational Game" 💡 Learned, shared ideas, and explored how open-source is shaping the future of technology. Grateful to the community for the amazing discussions and collaborative spirit. 🙌  ( 5 min )

Agency owners face a brutal paradox. You need accurate time tracking to bill clients and optimize operations. But manual timers kill developer focus and produce garbage data. Your team hates stopping mid-flow to click buttons. Clients question inflated hours. Projects bleed profitability. What if you could track time like Stripe tracks API usage? No manual intervention. No interruptions. Just an accurate, automated measurement that builds trust with everyone involved. This is the meter-based approach to time tracking. It transforms hours from manual entries into automated events, creating transparency and reliability that scales with your agency. Manual time tracking breaks the developer workflow in predictable ways: Context switching kills productivity. Developers enter flow states that…  ( 11 min )

I originally posted this post on my blog a long time ago in a galaxy far, far away. In 2023, I burned out. I checked all the boxes for the first time. The burnout boxes. It wasn't a good thing. And it took me almost an entire year to recover. I know I'm not the only one, of course. It's all over the tech industry. In recent weeks, I've been exchanging emails with another senior software engineer who went through a burnout season. His take? The tech industry is unsustainable. These days, I've also been chatting with a group of colleagues and friends. Most of them claimed to experience some sort of boredom at their jobs. OK, boredom isn't burnout, but it's a warning sign. YMMV, of course We work long hours. Coding is mentally exhausting. AI threatens us to take our jobs. Layoffs are always around the corner. Agile and SCRUM take control away from us and trap us in "ceremonies." We're problem solvers at heart, but often we don't get to solve problems. We're expected to code after hours just to prove we're "passionate." Side projects and open source contributions. We have high standards for quality and development practices. But stakeholders' expectations don't align ours. They care about different things. The toll? Our mental health. Burnout. The solution? I don't have one. Sorry! My best idea? Detach our sense of meaning from our jobs Recognize there's nothing wrong with coding just to pay the bills Set boundaries between work and non-work Diversify our sources of joy Do you think burnout is inevitable in tech? Are you actively doing something to prevent burnout? If you have faced burnout, how did it get over it? Let me know in the the comments. Starting out or already on the software engineering journey? Join my free 7-day email course to refactor your coding career and save years and thousands of dollars' worth of career mistakes.  ( 6 min )

Google Cloud Storage Block Storage → Persistent Disks (Zonal & Regional), Local SSDs, Hyperdisks. Zonal Persistent Disk: Data replicated in a single zone, independent of VM lifecycle. Regional Persistent Disk: Data replicated across two zones in the same region, offering higher durability. Local SSD: Ultra-fast local block storage tied to the VM lifecycle, meant for temporary data. File Storage → Filestore, which provides managed NFS file shares for applications needing shared file systems. Object Storage → Cloud Storage, a globally available, highly durable, and scalable object store for unstructured data. • General Use: Hard Disks attached to VMs • At any point of time one Block Storage Device can be connected to one VM in Read-Write Mode • We can attach Read-Only Block Storage Devices to Multiple VMs • One VM can be associated with Multiple Block Storage Devices Recent & Latest: Multiple VMs can connect to a Block Storage Device in Read-Write Mode and that feature is called Multi-Writer Disks Block Storage Types in General • Direct-attached Storage (DAS): Regular HDD, SSD Zonal Persistent Disk Data is replicated within a single zone. Independent of the VM lifecycle (can persist even if the VM is deleted). Standard option for most workloads. Regional Persistent Disk Data is replicated across two zones in the same region for higher durability. Also independent of VM lifecycle. Suitable for high availability scenarios. Local SSD Provides high-speed block storage physically attached to the VM host. Lifecycle is tied to the VM instance (data is lost when the VM is stopped or deleted). Best for temporary or cache-type workloads where performance is critical. 👉 In short, Persistent Disks (Zonal/Regional) focus on durability and independence from VMs, while Local SSDs prioritize speed but are tied directly to the VM lifecycle.  ( 6 min )

The tech industry is advancing at an unprecedented pace, moving forward with remarkable speed and innovation. What seemed innovative yesterday is already outdated today, as the rapid evolution continues. As developers, we’re not just writing code, we’re actively shaping how people live, work, and interact with technology on a daily basis. However, the focus has shifted significantly: it's no longer about "Can we build this?"—it's about "How can we build this better, faster, and smarter?" This new mindset is driving the industry forward. AI Everywhere Cloud-Native Mindset User-Centric Development Continuous Learning as a Differentiator How to Stay Ahead Experiment often → Don’t just read about trends; try building mini-projects with them to gain hands-on experience. Collaborate smartly → Share knowledge, contribute to open-source, and learn from peers to expand your understanding. Balance fundamentals with trends → Don’t skip core concepts like algorithms, design patterns, and scalability. They endure beyond the trend cycle and remain crucial. The industry will keep evolving—and that’s the fun part. Instead of fearing change, embrace it wholeheartedly. The developers who thrive aren’t the ones who know everything but the ones who know how to adapt to anything. This adaptability is key to success. 👉 What’s one trend you’re most excited (or worried) about in 2025? Drop your thoughts in the comments—I’d love to hear!  ( 6 min )

My AI Stack for 2025 (Full Breakdown) Jaideep Parashar ・ Aug 25 #ai #tooling #learning #career  ( 5 min )

Building Intelligent Agents with Flutter: A Developer's Guide The convergence of Artificial Intelligence and mobile development is rapidly reshaping how we interact with technology. Among the most exciting advancements in this space is the rise of AI agents – autonomous programs capable of perceiving their environment, making decisions, and taking actions to achieve specific goals. When combined with a powerful and versatile UI framework like Flutter, the potential for creating sophisticated, intelligent, and user-friendly applications becomes immense. This article delves into the fascinating world of building AI agents using Flutter. We'll explore the underlying concepts, the tools and libraries at our disposal, and practical approaches to integrating intelligent capabilities into your …  ( 11 min )

People often ask me: “As an AI Professional, what exact tools and workflows do you use to run your day-to-day operation?” So today, I’m opening up my AI stack for 2025 — everything I personally use to write books, run the company, publish content, and stay consistent. This isn’t a “list of shiny tools.” It’s the actual stack I use daily. Writing & Content Creation ChatGPT → Drafting, editing, refining prompts, article outlines Perplexity AI → Research with real-time citations Notion AI → Knowledge base + daily notes Canva + Magic Write → Visuals, slides, book covers Publishing & Knowledge Amazon KDP → For publishing my 40+ AI books Medium & dev.to → For sharing stories and tutorials ReThynk AI Magazine → Our own high-quality AI & business magazine (currently free on our website) This mult…  ( 7 min )

Grasshopper Manufacture, the studio led by the iconic Suda 51, is unleashing a brand new action game called Romeo Is A Deadman. Early hands-on impressions are glowing, suggesting the developer is "firing on all cylinders" and delivering its signature, over-the-top style. The preview showcased a wild mix of combat against zombies and monsters. In true Grasshopper fashion, things get weird fast, with the demo culminating in a boss fight against a giant, naked, headless woman. It sounds like exactly the kind of chaotic fun fans expect. Watch on YouTube  ( 5 min )

🎬 "If you're confused about Docker images and containers, you're not alone. But don't worry — by the end of this post, you'll get it so well you could explain it to your nani over chai. ☕🍱" Let’s simplify things with a classic Indian twist. Your mom prepares a delicious meal at home (say, dal, rice, sabzi). She puts it into a tiffin box to send it to your office. In this story: The meal recipe = Docker image (a fixed blueprint) The tiffin box with food inside = Docker container (a live, running copy) You can create multiple tiffins from the same recipe, right? A Docker image is like a frozen snapshot of an app environment. OS base (like Ubuntu, Alpine) Language runtime (like Node.js, Python) App code Dependencies and configs Think of it like a pre-packaged cake mix. You just pour and bak…  ( 7 min )

Google Cloud Key Management Service (Cloud KMS) lets you create, manage, and use cryptographic keys for your applications and services. In this guide, we’ll go step by step to: Understand encryption types Create a Key Ring and Keys Work with KMS keys using gcloud CLI Clean up resources 🔑 Encryption Types Symmetric Key Encryption → The same key is used to encrypt and decrypt data. (Faster, suitable for most workloads) Asymmetric Key Encryption → Uses a public-private key pair. (Suitable for signing, secure communications) ☁️ What is Cloud KMS? Fully managed service to create and manage encryption keys Supports both software and hardware-backed (HSM) protection levels Provides fine-grained IAM permissions for secure access Allows automatic key rotation and scheduled destruction Go to Securi…  ( 7 min )

SBCs powered by Rockchip’s RK3588S chipset are gaining traction across AIoT and robotics. With its strong CPU, GPU, NPU, and multimedia support, the RK3588S delivers a versatile platform for both experimentation and deployment. That’s what we need! In this post, we’ll explore RAM and CPU benchmarking on RK3588S-based SBCs, using Firefly and Kiwi Pi 5 as examples. We’ll look at why the RK3588S is a solid choice, how to run tests, and how the boards compare. The RK3588S is built on an 8nm process and integrates multiple compute units: CPU: 4× Cortex-A76 (2.2GHz) + 4× Cortex-A55 (1.8GHz) GPU: ARM Mali-G610 MC4 (OpenGL ES 3.2, Vulkan 1.2) NPU: 6 TOPS AI acceleration (INT4/8/16, FP16, BF16, TF32) VPU: 8K/60fps decoding, 8K/30fps encoding Memory: Up to 32GB LPDDR4X Connectivity: HDMI 2.1, USB …  ( 7 min )

Good news for fans of talking guns! A recent hands-on preview of High on Life 2 suggests the sequel is taking everything that was great about the original and cranking it up a notch. After an hour with the game, the impression is that its new additions feel fantastic and make for an even better experience. Watch on YouTube  ( 5 min )

Get ready, Vault Hunters! Early hands-on impressions for Borderlands 4 are in from Gamescom 2025, and the hype is real. One writer says they haven't been this excited for a new entry since the legendary Borderlands 2, which is some seriously high praise. You'll be able to see what all the fuss is about when the game drops on September 12th for PlayStation 5, Xbox Series X/S, and PC. Watch on YouTube  ( 5 min )

Someone got their hands on the first couple of hours of the upcoming Silent Hill F, and the word is that it's a slow burn. The opening is apparently taking its sweet time to build up the horror and atmosphere. Don't let the deliberate pacing fool you, though. The preview makes it clear that even with a slower start, the game still "packs a punch," so the scares sound like they're worth the wait. Watch on YouTube  ( 5 min )

Even with the Soulslike genre feeling a bit crowded, a new game called Valor Mortis is turning heads after a hands-on demo at Gamescom. What's got people excited? It's a first-person take on the tough-as-nails formula. This shift in perspective, combined with a unique setting, left the impression that this game has some serious potential. Watch on YouTube  ( 5 min )

Get ready to sharpen your fangs, because Vampire: The Masquerade – Bloodlines 2 is officially on the horizon. Developer The Chinese Room is dropping this moody RPG on October 21, 2025. Based on a recent hands-on preview from Gamescom, it looks like we're in for a deep dive into the vampire underworld of Seattle. Watch on YouTube  ( 5 min )

Welcome to Day 2 of our LangChain + AWS Bedrock journey! Today we dive into the art and science of prompt engineering - the skill that transforms simple text into powerful AI interactions. Zero-shot prompting: Getting results without examples Few-shot prompting: Learning from examples Role prompting: Making AI adopt specific personas Model parameters: Fine-tuning AI behavior (temperature, top_p, max_tokens) Assuming you have the packages and bedrock client from Day 1, let's initialize our Claude model with specific parameters for today's experiments: from langchain_aws import ChatBedrock from langchain.prompts import PromptTemplate # Initialize Claude with parameters for prompt engineering llm = ChatBedrock( model_id="anthropic.claude-3-sonnet-20240229-v1:0", region_name="us-eas…  ( 8 min )

Canary Capital has filed for a US-only crypto ETF, aiming to track an index of American-rooted digital assets as the SEC weighs other fund applications.

Bitcoin’s recovery hinges on the resumption of the spot ETF inflows and investors’ ability to compartmentalize the whale selling and focus on fundamentals.

Sharps Technology announced a $400 million raise to launch a Solana treasury, sending its shares soaring Monday as more health sector firms pivot into digital assets.

ESMA, IOSCO and the World Federation of Exchanges urge the SEC to tighten oversight of tokenized equities, warning of investor risks as Wall Street giants eye the growing market.

B Strategy plans to follow the playbook of 10X Capital, which recently secured funding for a BNB treasury supported by YZi Labs.

Bitcoin opened the week with a sell-off to $110,530, but BTC and altcoin charts suggest a quick recovery to the trading range averages could occur.

The self-described university dropout came to the attention of Kalshi's executives due to his social media activity.

Bitcoin’s Jackson Hole gains evaporated after an assortment of BTC holder cohorts began to distribute. Is $105,000 the next stop?

ETHZilla’s $250 million buyback highlights how companies are tapping crypto gains for liquidity — but analysts warn that leverage risks could turn treasuries into ticking time bombs.

Citi’s Ronit Ghose warned that paying interest on stablecoin holdings could trigger bank outflows akin to the 1980s, driving up funding costs and credit prices.

Onchain data suggests Ethereum is in the “belief” stage of the bull cycle amid fresh all-time highs, opening the door to potentially even higher prices.

Crypto ETPs saw their biggest losses since March as outflows totaled $1.43 billion amid investor sentiment becoming "polarized," CoinShares' James Butterfill reported.

Crypto is building a new layer, not for money, but for truth. Markets, AI and protocols must fix the broken systems of science and verification.

CBDCs threaten more central bank control over money, including potential expiry dates on personal savings, Bitcoin Policy UK’s CEO said.

Draining volume has dropped from 2024, but a new scam service tool called Vanilla has been turning investigators’ heads with $5 million stolen in three weeks.

Before investing in any cryptocurrency, it’s crucial to do your homework. That’s where you can use ChatGPT to help break down coins, analyze risks and make smarter decisions.

Michael Saylor’s Strategy announced a $356.9 million Bitcoin purchase last week, bringing total BTC buys in August to just 3,666 BTC.

Japan’s Finance Minister Katsunobu Kato said crypto deserves a spot in portfolios, while pledging to build a sound trading environment for the sector.

Bitcoin leveraged positions grew over the past 24 hours, and many of these late longs have been wiped out as the BTC price dropped below $112,000.

The Avalanche ETF filing marks another step in Grayscale’s expanding suite of crypto investment products, following XRP and DOGE filings earlier this year.

The heir to the Thomson Reuters fortune is suing her former best friend after a psychic’s recommendation led to massive crypto bets costing millions.

The whale locked in $33 million worth of profit from Ether long opened last week, after selling $2.6 billion worth of Bitcoin held for over seven years.

XRP price has failed to decisively break above the $3 psychological resistance in the past week, but most analysts are confident about a breakout soon.

Bitcoin dives to multi-week lows, and as talk of all-time highs vanishes, BTC price targets include a retest of $100,000 and under.

As the adoption of digital assets grows rapidly, there has been a significant increase in the amount of funds lost to scams and hacks.

The trader claimed to have outperformed MEXC’s external market makers and been sidelined for being “too profitable.”

Crypto giants Galaxy, Multicoin and Jump are seeking to raise $1 billion for a Solana treasury, with Cantor Fitzgerald as their lead banker.

US investors can now include Bitcoin in their 401(k) plans, but some observers are concerned about the risks they pose to their retirement.

The Radiant Capital hacker and another alleged unknown cybercriminal have also been seemingly making trades in the market, according to Lookonchain.

US President Donald Trump’s son, Eric Trump, says his family’s conglomerate was “debanked” after the 2021 Capitol attack incident.

Hyperliquid’s HYPE token was among the few tokens to rally on the day, as Arthur Hayes forecasted a 126x upside for HYPE during a conference in Tokyo.

RWA tokenization value recently surged to an all-time high, with more to come from TradFi's $400 trillion addressable market, researchers say.

Trump’s crypto adviser, David Bailey, doesn’t think there will be a Bitcoin bear market for several years, but analysts aren't so sure.

Bitcoin suddenly dropped over 2% in under 10 minutes on Sunday, with crypto investors on X pointing to the actions of one very large Bitcoin holder.

SBI Group and Chainlink will offer a host of blockchain-based tools aimed at financial institutions, starting in Japan and then the Asia-Pacific under a new partnership.

The community for the cross-blockchain platform Stargate has greenlit LayerZero’s $110 million acquisition, despite interest from three other rivals.

Take this blind test to discover whether you truly prefer OpenAI's GPT-5 or the older GPT-4o—without knowing which model you're using.  ( 11 min )

Most cryptos have taken out their Sunday flash crash lows late in the U.S. session on Monday.  ( 26 min )

Despite the major partnership, LINK declined 5% over the past 24 hours alongside the broader crypto weakness.  ( 28 min )

The company now holds 102,237 ether worth about $489 million.  ( 27 min )

Support has formed in the $4.38-$4.41 zone, with resistance at $4.50.  ( 28 min )

ADA traded within a 10% range overnight as investors weighed macro signals and Cardano ecosystem updates.  ( 29 min )

The fundraising drew investment from major crypto firms ParaFi, Pantera, FalconX, CoinFund and others.  ( 28 min )

Monday's stock declines came following a fast plunge in cryptocurrency prices late Sunday.  ( 27 min )

Doyle recently joined the firm in London.  ( 25 min )

The hoped-for U.S.-listed company will hold BNB and invest in the BNB ecosystem.  ( 27 min )

Filecoin (FIL) joined Uniswap (UNI) as an underperformer, declining 10.6% over the weekend.  ( 23 min )

The company's latest SEC filing would allow the Avalanche Trust to trade as a spot ETF with cash redemptions.  ( 28 min )

Making preparations to go public, the firm — founded by the Winklevoss twins — is ramping up offerings.  ( 27 min )

The service supports trading in over 50 tokens, including bitcoin, ether and solana.  ( 26 min )

The decentralized AI agent, trained on unpublished longevity research from Aubrey de Grey’s lab, uses BIO Protocol's launchpad to fund experiments and tokenize discoveries.  ( 28 min )

The firm's crypto and cash holdings rose to nearly $9 billion at one point Sunday prior to the plunge in crypto prices.  ( 26 min )

The purchases last week were made at an average price of $115,829 each and mostly funded via sales of common stock.  ( 26 min )

"Sell of Rally" sentiment weighs on BTC as ETH's futures and options markets hit record highs.  ( 32 min )

Your day-ahead look for Aug. 25, 2025  ( 41 min )

Kato's remarks come amid concerns over Japan's high debt-to-GDP ratio and the potential for financial repression and yen depreciation.  ( 26 min )

Digital asset treasuries have become all the rage recently, with many firms copying the strategy popularized by Michael Saylor's bitcoin (BTC) holding firm Strategy.  ( 27 min )

Modeled after oil, maple syrup, and grain reserves, the proposed Strategic Bitcoin Reserve positions BTC as a sovereign asset alongside traditional stockpiles.  ( 26 min )

Bitcoin has retraced to pre-Powell levels, maintaining bearish technical setup.  ( 29 min )

Traders are closely watching if $0.23 will hold as support, with potential downside if it fails.  ( 30 min )

A flush of long liquidations can reset the market for a cleaner bounce, while a cluster of short wipes can fuel the next leg higher.  ( 28 min )

Regulatory clarity following Ripple’s litigation outcome continues to support institutional flows, while analysts now point to ambitious $5–$8 targets should XRP break decisively above near-term resistance.  ( 30 min )

Bitcoin's price flash crashed on Sunday after a whale reportedly sold 24,000 BTC, reversing gains from Fed Chair Powell's dovish speech.  ( 29 min )

Capital is piling into ETFs and custodians while Solana takes retail traffic, but Bitcoin’s onchain demand remains stagnant, deepening concerns over whether miners can sustain the network without meaningful fees.  ( 30 min )

In 2025, using Chrome without extensions is like using a smartphone without apps. It’s possible, but you’re missing out on a lot. And despite how essential extensions are, creating one is very simple – it’s just HTML, CSS, and JavaScript with browser...  ( 9 min )

When online shopping first took off, product pages were built around a few static images and maybe a zoom feature. That was enough back then. But today’s customers expect far more. They want to spin a sneaker around, preview a sofa in their living ro...  ( 8 min )

When people talk about modern AI, they often point to large language models like ChatGPT. These models seem smart, as they’re able to write, answer, and explain in natural language. But the roots of this technology go back to something very simple: t...  ( 6 min )

The 2026 Jeep Cherokee has made its debut after being unveiled a few months ago. The iconic off-roader is offered in four variants: the base model, Laredo, Limited, and Overland. As we previously reported, the Cherokee adopts a bold, squared-off front end that stands in sharp contrast to the more conventional look of the previous […] The post 2026 Jeep Cherokee Debuts With A Hybrid Powertrain appeared first on Lowyat.NET.  ( 36 min )

The Malaysian Communications and Multimedia Commission (MCMC) has been given until the end of the year to complete 10 subsidiary instruments under the Online Safety Act (ONSA) 2024. Despite this, Communications Minister Fahmi Fadzil has urged the regulator to accelerate the process. Prior to this, Deputy Communications Minister Teo Nie Ching had stated that the […] The post MCMC Instructed To Expedite Development Of Online Safety Act Instruments appeared first on Lowyat.NET.  ( 34 min )

A little more than a week ago, a Japanese X user by the name of I love cats (@Necoru_cat) made a couple of posts on the platform, explaining how a Windows 11 24H2 update had supposedly bricked their SSD. We’re aware that we’re a little to this party, but it is nevertheless an important observation […] The post A Microsoft Windows 11 Update Is Bricking Some SSDs appeared first on Lowyat.NET.  ( 35 min )

The Malaysian Communications and Multimedia Commission (MCMC) has discovered over 1,600 non-compliance issues involving telecommunications service providers this year. These issues were identified through quality audits conducted between January and July. According to Deputy Communications Minister Teo Nie Ching, the commission conducts such quality tests periodically to ensure that telcos comply with Mandatory Standards for […] The post MCMC Found More Than 1,600 Non-Compliance Issues Involving Telcos appeared first on Lowyat.NET.  ( 34 min )

At the end of last week, Google announced that it is rolling out AI Mode in Search to more countries, including Malaysia. More recently, the internet search giant has announced that it is rolling the feature out locally. In case you missed it, AI Mode uses a custom version of Google Gemini 2.5. Using this […] The post Google Starts AI Mode Rollout For Search In Malaysia appeared first on Lowyat.NET.  ( 33 min )

Maxim has launched a special Partner-Driver Legalisation Program. According to the e-hailing service’s official statement, the program was designed to ensure that all of its partner-drivers operating on their platform are fully licensed, compliant, and legally authorised. “This program is not just about fulfilling legal requirements — it’s about building a stronger, more responsible e-hailing […] The post Maxim Announces New Partner-Driver Legalisation Program appeared first on Lowyat.NET.  ( 33 min )

In conjunction with the celebrations of the 68th National Day, all Rapid KL rail services will be operating around the clock from 6am on 30 August to 11.30pm on 31 August. This was announced by the President and Group Chief Executive Officer (CEO), Amir Hamdan, during the launch of the “Denyut Nadi Merdeka” campaign. The […] The post Rapid KL To Provide 24-Hour Services For 68th National Day appeared first on Lowyat.NET.  ( 34 min )

inDrive has announced that it will temporarily lower its commission rate for its driver partners to just 6.8% during the coming long weekend on 30 August to 1 September 2025. The move is done in conjunction with this year’s 68th Merdeka celebration, which is happening this Sunday on 31 August.  The lowered rate enables inDrive […] The post inDrive Lowering Commission Rate During Merdeka Weekend; Allowing Drivers To Keep More Of Their Fares appeared first on Lowyat.NET.  ( 33 min )

Smartphone brand realme has announced that it will be launching its Note 70 entry-level smartphone soon. It’s not exactly a yearly cycle, since the Note 60 launched pretty late last year. This new one launches on 28 August instead, according to the company. As you’d expect from such teasers though, the brand isn’t revealing much […] The post realme Note 70 To Launch On 28 August In Malaysia appeared first on Lowyat.NET.  ( 33 min )

Suzuki Motors Malaysia’s new distributor Naza Eastern Motors Sdn Bhd confirms the arrival of the Suzuki Fronx for the Malaysian market. This was revealed during the launch of the Swift Sport Final Edition. Furthermore, Suzuki’s first EV, the eVitara, is also in the line-up. The Fronx has already made its debut in Indonesia during the […] The post Suzuki Fronx And eVitara Confirmed For Malaysia appeared first on Lowyat.NET.  ( 35 min )

Earlier in the month, CelcomDigi launched the MobileSHIELD security app. This is essentially a subscription-based internet security software, but for your phone. Now, the telco has announced something similar to complement it. It’s called WebSHIELD, and as the name suggests, is focused on protecting your web browsing experience. CelcomDigi says that WebSHIELD is “powered by […] The post CelcomDigi Launches WebSHIELD Mobile Security Suite For RM3 A Month appeared first on Lowyat.NET.  ( 33 min )

YTL Group and Sea Limited have officially launched Ryt Bank, an AI-powered digital bank. As we have previously covered, it is the first of its kind in Malaysia, with a banking experience centred around the Ryt AI always-on assistant. As with any other chatbot, the user can interact and converse with Ryt AI. It can […] The post Ryt Bank Officially Debuts As Malaysia’s First AI-Powered Digital Bank appeared first on Lowyat.NET.  ( 34 min )

Benchmarks allegedly belonging to a new Valve console, codenamed “Valve Fremont”, have leaked on the Geekbench repository. While the performance metrics on it aren’t gospel to gaming performance, it’s the hardware of the console that’s got us interested. Supposedly, Valve Fremont is being powered by a custom 6-core AMD CPU. Additionally, it has 16MB of […] The post Benchmarks Of New “Valve Fremont” Console Leaks appeared first on Lowyat.NET.  ( 34 min )

Gentari and Gamuda (via Gamuda Energy) have announced a partnership to develop around 1.5GW of solar power capacity, supported by battery energy storage systems (BESS). The project will be carried out under Malaysia’s Corporate Renewable Energy Supply Scheme (CRESS) and is intended to supply power to hyperscale data centres. The collaboration combines Gentari’s experience in […] The post Gentari, Gamuda Partners To Develop 1.5GW Solar Power For Data Centres appeared first on Lowyat.NET.  ( 33 min )

Ever since Samsung’s latest generations of foldables have hit the market, many have been wondering how the new Galaxy Z Fold7 and Flip7 best utilise the already impressive Gemini AI system. The answer lies in the two devices’ cover screens. From receiving personalised briefs at the start of the day to receiving quick access information […] The post Samsung Galaxy Z Fold7 & Flip7: On-Demand AI Wherever You Go appeared first on Lowyat.NET.  ( 38 min )

Sony first officially announced the Xperia 1 VII way back in May, with a planned mid-July release. However, hardware issues resulted in the brand delaying the local launch of the device. Now, Sony has made the smartphone available for purchase in the country. The phone features a 6.5-inch OLED screen with a resolution of 1,080 […] The post Sony Xperia 1 VII Now Available In Malaysia; Priced At RM6,499 appeared first on Lowyat.NET.  ( 33 min )

NVIDIA has reportedly told several of its suppliers to suspend work on its H20 AI chips meant for the Chinese market. According to The Information, the company instructed supply chain partners Amkor Technology and Samsung Electronics to pause their contributions, with the former handling advanced packaging and the latter supplying memory modules. Reuters added that […] The post NVIDIA Reportedly Halts H20 AI Chip Production For China appeared first on Lowyat.NET.  ( 34 min )

The wildfires that swept through Los Angeles County in January 2025 left an indelible mark on the Southern California landscape. The Eaton and Palisades fires raged for 24 days, killing 29 people and destroying 16,000 structures, with losses estimated at $60 billion. More than 55,000 acres were consumed, and the landscape itself was physically transformed.…  ( 19 min )

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